From a806d4a66fbac004b1c9dbfc56577a8d71ba6404 Mon Sep 17 00:00:00 2001 From: John JongYoon Kim <47541511+ArtemisDicoTiar@users.noreply.github.com> Date: Wed, 9 Apr 2025 16:31:47 +0900 Subject: [PATCH 01/19] Duplicate language model removed (#85) There was two Mixtral-8x7b --- lcb_runner/lm_styles.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 86667dc0..12dde2fb 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -516,13 +516,6 @@ def to_dict(self) -> dict: datetime(2023, 1, 1), link="https://mistral.ai/news/mixtral-8x7b/", ), - LanguageModel( - "open-mixtral-8x7b", - "Mixtral-8x7B-Ins", - LMStyle.MistralWeb, - datetime(2023, 1, 1), - link="https://mistral.ai/news/mixtral-8x7b/", - ), LanguageModel( "codestral-latest", "Codestral-Latest", From c08325e829010c19395f78cb2ff2340129feb020 Mon Sep 17 00:00:00 2001 From: Tom Sherborne <168426547+tomscohere@users.noreply.github.com> Date: Thu, 10 Apr 2025 17:03:46 +0100 Subject: [PATCH 02/19] Update CohereCommand and add TogetherAI runners (#80) * Update Cohere and add TogetherAI runners * Fix stray comma --------- Co-authored-by: Naman Jain --- lcb_runner/lm_styles.py | 47 +++++++++++++++++++++++- lcb_runner/prompts/code_generation.py | 2 +- lcb_runner/runner/cohere_runner.py | 9 ++--- lcb_runner/runner/runner_utils.py | 4 ++ lcb_runner/runner/together_runner.py | 53 +++++++++++++++++++++++++++ pyproject.toml | 1 + 6 files changed, 107 insertions(+), 9 deletions(-) create mode 100644 lcb_runner/runner/together_runner.py diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 12dde2fb..8e827618 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -15,6 +15,7 @@ class LMStyle(Enum): MistralWeb = "MistralWeb" CohereCommand = "CohereCommand" + DataBricks = "DataBricks" DeepSeekAPI = "DeepSeekAPI" @@ -25,10 +26,10 @@ class LMStyle(Enum): StarCoderInstruct = "StarCoderInstruct" CodeQwenInstruct = "CodeQwenInstruct" QwQ = "QwQ" - LLaMa3 = "LLaMa3" - DeepSeekR1 = "DeepSeekR1" + + TogetherAI = "TogetherAI" @dataclass @@ -654,6 +655,48 @@ def to_dict(self) -> dict: datetime(2025, 1, 20), link="https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B", ), + LanguageModel( + model_name="command-r-plus-08-2024", + model_repr="command-r-plus-08-2024", + model_style=LMStyle.CohereCommand, + release_date=datetime(2024,8,1), + link="https://docs.cohere.com/docs/command-r-plus" + ), + LanguageModel( + model_name="command-r-08-2024", + model_repr="command-r-08-2024", + model_style=LMStyle.CohereCommand, + release_date=datetime(2024,8,1), + link="https://docs.cohere.com/docs/command-r" + ), + LanguageModel( + model_name="command-r7b-12-2024", + model_repr="command-r7b-12-2024", + model_style=LMStyle.CohereCommand, + release_date=datetime(2024,12,13), + link="https://docs.cohere.com/docs/command-r7b" + ), + LanguageModel( + model_name="command-a-03-2025-quality", + model_repr="command-a-03-2025", + model_style=LMStyle.CohereCommand, + release_date=datetime(2025,3,13), + link="https://docs.cohere.com/docs/command-a" + ), + LanguageModel( + model_name="Qwen/Qwen2.5-72B-Instruct-Turbo" , + model_repr="Qwen2.5-72B-Instruct-Turbo", + model_style=LMStyle.TogetherAI, + release_date=datetime(2024, 9, 19), + link="https://docs.together.ai/docs/serverless-models" + ), + LanguageModel( + model_name="deepseek-ai/DeepSeek-V3", + model_repr="DeepSeek-V3", + model_style=LMStyle.TogetherAI, + release_date=datetime(2024, 12, 26), + link="https://docs.together.ai/docs/serverless-models" + ) LanguageModel( "MetaStone-L1-7B", "MetaStone-L1-7B", diff --git a/lcb_runner/prompts/code_generation.py b/lcb_runner/prompts/code_generation.py index e71f34a5..ad73f1a2 100644 --- a/lcb_runner/prompts/code_generation.py +++ b/lcb_runner/prompts/code_generation.py @@ -194,7 +194,7 @@ def get_example_prompt(example): def format_prompt_generation( question: CodeGenerationProblem, LanguageModelStyle: LMStyle ) -> str: - if LanguageModelStyle in [LMStyle.OpenAIChat, LMStyle.DeepSeekAPI]: + if LanguageModelStyle in [LMStyle.OpenAIChat, LMStyle.DeepSeekAPI, LMStyle.TogetherAI, LMStyle.CohereCommand]: chat_messages = [ { "role": "system", diff --git a/lcb_runner/runner/cohere_runner.py b/lcb_runner/runner/cohere_runner.py index 83fa51f3..958dda2f 100644 --- a/lcb_runner/runner/cohere_runner.py +++ b/lcb_runner/runner/cohere_runner.py @@ -10,7 +10,7 @@ class CohereRunner(BaseRunner): - client = cohere.Client(os.getenv("COHERE_API_KEY")) + client = cohere.ClientV2(os.getenv("COHERE_API_KEY")) def __init__(self, args, model): super().__init__(args, model) @@ -22,16 +22,13 @@ def __init__(self, args, model): } def _run_single(self, prompt: tuple[dict[str,str], str]) -> list[str]: - chat_history, message = prompt - def __run_single(counter): try: response = self.client.chat( - message=message, - chat_history=chat_history, + messages=prompt, **self.client_kwargs, ) - content = response.text + content = response.message.content[0].text return content except Exception as e: print("Exception: ", repr(e), "Sleeping for 20 seconds...") diff --git a/lcb_runner/runner/runner_utils.py b/lcb_runner/runner/runner_utils.py index b3e9f34e..b8f8d1dd 100644 --- a/lcb_runner/runner/runner_utils.py +++ b/lcb_runner/runner/runner_utils.py @@ -38,6 +38,10 @@ def build_runner(args, model: LanguageModel): from lcb_runner.runner.deepseek_runner import DeepSeekRunner return DeepSeekRunner(args, model) + if model.model_style == LMStyle.TogetherAI: + from lcb_runner.runner.together_runner import TogetherAIRunner + + return TogetherAIRunner(args, model) if "/fireworks/" in model.model_name: from lcb_runner.runner.fireworks_runner import FireWorksRunner diff --git a/lcb_runner/runner/together_runner.py b/lcb_runner/runner/together_runner.py new file mode 100644 index 00000000..d9e3dd70 --- /dev/null +++ b/lcb_runner/runner/together_runner.py @@ -0,0 +1,53 @@ +import os +from time import sleep + +try: + from together import Together +except ImportError as e: + pass + +from lcb_runner.runner.base_runner import BaseRunner + +class TogetherAIRunner(BaseRunner): + client = Together(api_key=os.getenv("TOGETHER_API_KEY")) + + def __init__(self, args, model): + super().__init__(args, model) + self.client_kwargs: dict[str | str] = { + "model": args.model, + "temperature": args.temperature, + "max_tokens": args.max_tokens, + "top_p": args.top_p, + "frequency_penalty": 0, + "presence_penalty": 0, + "n": 1, + } + + def _run_single(self, prompt: tuple[dict[str,str], str]) -> list[str]: + + def __run_single(counter): + try: + response = self.client.chat.completions.create( + messages=prompt, + **self.client_kwargs, + ) + content = response.choices[0].message.content + return content + except Exception as e: + print("Exception: ", repr(e), "Sleeping for 20 seconds...") + sleep(20 * (11 - counter)) + counter = counter - 1 + if counter == 0: + print(f"Failed to run model for {prompt}!") + print("Exception: ", repr(e)) + raise e + return __run_single(counter) + + outputs = [] + try: + for _ in range(self.args.n): + outputs.append(__run_single(10)) + except Exception as e: + raise e + + return outputs diff --git a/pyproject.toml b/pyproject.toml index 9f9eb35a..7ded984e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,6 +15,7 @@ dependencies = [ "pebble>=5.1.0", "torch>=2.3.0", "vllm>=0.5.0.post1", + "together>=0.21.0" ] [tool.setuptools] From 1a339358553d87efb24192087d13248e72f551cb Mon Sep 17 00:00:00 2001 From: Tom Sherborne <168426547+tomscohere@users.noreply.github.com> Date: Thu, 10 Apr 2025 17:13:07 +0100 Subject: [PATCH 03/19] Cohere LM Style (Remove deprecated endpoint) (#90) * Update Cohere and add TogetherAI runners * Fix stray comma * Update from deprecated endpoint --------- Co-authored-by: Naman Jain --- lcb_runner/lm_styles.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 8e827618..1773a8fd 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -677,7 +677,7 @@ def to_dict(self) -> dict: link="https://docs.cohere.com/docs/command-r7b" ), LanguageModel( - model_name="command-a-03-2025-quality", + model_name="command-a-03-2025", model_repr="command-a-03-2025", model_style=LMStyle.CohereCommand, release_date=datetime(2025,3,13), From 93550333c33469d89612f17de84d81a341ab895b Mon Sep 17 00:00:00 2001 From: Yahui Liu Date: Sat, 12 Apr 2025 07:54:35 +0800 Subject: [PATCH 04/19] Update lm_styles.py (#91) invalid syntax, forgot a comma --- lcb_runner/lm_styles.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 1773a8fd..4f07a33a 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -696,7 +696,7 @@ def to_dict(self) -> dict: model_style=LMStyle.TogetherAI, release_date=datetime(2024, 12, 26), link="https://docs.together.ai/docs/serverless-models" - ) + ), LanguageModel( "MetaStone-L1-7B", "MetaStone-L1-7B", From 63a4a044f879fdf5b372dfe04edcd710cbdd0909 Mon Sep 17 00:00:00 2001 From: James Yoo <24359440+jyoo980@users.noreply.github.com> Date: Mon, 14 Apr 2025 16:30:43 -0700 Subject: [PATCH 05/19] Fixing typos in `README.md` (#92) --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index cbcba861..cff85f54 100644 --- a/README.md +++ b/README.md @@ -127,7 +127,7 @@ python -m lcb_runner.runner.main --model {model_name} --scenario codeexecution - ``` ## Custom Evaluation -Alternatively, you can using [`lcb_runner/runner/custom_evaluator.py`](./lcb_runner/runner/custom_evaluator.py) to directly evaluated model generations in a custom file. The file should contain a list of model outputs, appropirately formatted for evaluation in the order of benchmark problems. +Alternatively, you can using [`lcb_runner/runner/custom_evaluator.py`](./lcb_runner/runner/custom_evaluator.py) to directly evaluated model generations in a custom file. The file should contain a list of model outputs, appropriately formatted for evaluation in the order of benchmark problems. ```bash python -m lcb_runner.runner.custom_evaluator --custom_output_file {path_to_custom_outputs} @@ -145,7 +145,7 @@ Particularly, arrange the outputs in the following format ## Adding Support for New Models -To add support for new models, we have implemented an extensible framework to add new models and customize prompts appropirately. +To add support for new models, we have implemented an extensible framework to add new models and customize prompts appropriately. Step 1: Add a new model to the [./lcb_runner/lm_styles.py](./lcb_runner/lm_styles.py) file. Particularly, extend the `LMStyle` class to add a new model family and extend the model to the `LanguageModelList` array. From f098c1be66d1c3b92d533badb622a43eda0ed8ed Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Sat, 19 Apr 2025 05:17:17 +0000 Subject: [PATCH 06/19] save --- lcb_runner/lm_styles.py | 22 ++++++++ lcb_runner/prompts/code_generation.py | 2 +- lcb_runner/runner/grok_runner.py | 72 +++++++++++++++++++++++++++ lcb_runner/runner/runner_utils.py | 4 ++ 4 files changed, 99 insertions(+), 1 deletion(-) create mode 100644 lcb_runner/runner/grok_runner.py diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 86667dc0..f9aa4aeb 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -12,6 +12,7 @@ class LMStyle(Enum): Claude3 = "Claude3" Gemini = "Gemini" GeminiThinking = "GeminiThinking" + Grok = "Grok" MistralWeb = "MistralWeb" CohereCommand = "CohereCommand" @@ -443,6 +444,13 @@ def to_dict(self) -> dict: datetime(2023, 4, 30), link="https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/#advanced-coding", ), + LanguageModel( + "gemini-2.5-flash-preview-04-17", + "Gemini-2.5-Flash", + LMStyle.GeminiThinking, + datetime(2023, 4, 30), + link="https://developers.googleblog.com/en/start-building-with-gemini-25-flash/", + ), ## Generic Base Models LanguageModel( "bigcode/starcoder2-3b", @@ -668,6 +676,20 @@ def to_dict(self) -> dict: datetime(2025, 3, 12), "https://www.wenxiaobai.com/", ), + LanguageModel( + "grok-3-mini-beta", + "Grok-3-Mini", + LMStyle.Grok, + datetime(2024, 3, 1), + "https://x.com/i/grok", + ), + LanguageModel( + "grok-3-mini-beta_high", + "Grok-3-Mini (High)", + LMStyle.Grok, + datetime(2024, 3, 1), + "https://x.com/i/grok", + ), ] LanguageModelStore: dict[str, LanguageModel] = { diff --git a/lcb_runner/prompts/code_generation.py b/lcb_runner/prompts/code_generation.py index e71f34a5..145982fd 100644 --- a/lcb_runner/prompts/code_generation.py +++ b/lcb_runner/prompts/code_generation.py @@ -208,7 +208,7 @@ def format_prompt_generation( }, ] return chat_messages - elif LanguageModelStyle == LMStyle.OpenAIReasonPreview: + elif LanguageModelStyle in [LMStyle.OpenAIReasonPreview, LMStyle.Grok]: chat_messages = [ { "role": "user", diff --git a/lcb_runner/runner/grok_runner.py b/lcb_runner/runner/grok_runner.py new file mode 100644 index 00000000..2d36eb85 --- /dev/null +++ b/lcb_runner/runner/grok_runner.py @@ -0,0 +1,72 @@ +import os +from time import sleep + +try: + import openai + from openai import OpenAI +except ImportError as e: + pass + +from lcb_runner.runner.base_runner import BaseRunner + + +class GrokRunner(BaseRunner): + client = OpenAI( + api_key=os.getenv("GROK_API_KEY"), + base_url="https://api.x.ai/v1", + ) + + def __init__(self, args, model): + super().__init__(args, model) + model_name = args.model.split("_")[0] + self.client_kwargs: dict[str | str] = { + "model": model_name, + "temperature": args.temperature, + "max_tokens": args.max_tokens, + "top_p": args.top_p, + "n": 1, + # "timeout": args.openai_timeout, + # "stop": args.stop, --> stop is only used for base models currently + } + if "_" in args.model: + self.client_kwargs["reasoning_effort"] = args.model.split("_")[1] + + def _run_single(self, prompt: list[dict[str, str]]) -> list[str]: + assert isinstance(prompt, list) + + def __run_single(counter): + try: + response = self.client.chat.completions.create( + messages=prompt, + **self.client_kwargs, + ) + content = response.choices[0].message.content + return content + except ( + openai.APIError, + openai.RateLimitError, + openai.InternalServerError, + openai.OpenAIError, + openai.APIStatusError, + openai.APITimeoutError, + openai.InternalServerError, + openai.APIConnectionError, + ) as e: + print("Exception: ", repr(e)) + print(prompt[0]["content"]) + print("Sleeping for 30 seconds...") + print("Consider reducing the number of parallel processes.") + sleep(30) + return GrokRunner._run_single(prompt) + except Exception as e: + print(f"Failed to run the model for {prompt}!") + print("Exception: ", repr(e)) + raise e + + outputs = [] + try: + for _ in range(self.args.n): + outputs.append(__run_single(10)) + except Exception as e: + raise e + return outputs diff --git a/lcb_runner/runner/runner_utils.py b/lcb_runner/runner/runner_utils.py index b3e9f34e..52474a25 100644 --- a/lcb_runner/runner/runner_utils.py +++ b/lcb_runner/runner/runner_utils.py @@ -38,6 +38,10 @@ def build_runner(args, model: LanguageModel): from lcb_runner.runner.deepseek_runner import DeepSeekRunner return DeepSeekRunner(args, model) + if model.model_style == LMStyle.Grok: + from lcb_runner.runner.grok_runner import GrokRunner + + return GrokRunner(args, model) if "/fireworks/" in model.model_name: from lcb_runner.runner.fireworks_runner import FireWorksRunner From 45c4b87daa763ab194a252c92adea04fab32cc47 Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Sat, 19 Apr 2025 05:19:52 +0000 Subject: [PATCH 07/19] add: new models --- lcb_runner/lm_styles.py | 45 ++++++++++++++++++++++++++++++----------- 1 file changed, 33 insertions(+), 12 deletions(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 139eedad..bf8a62a8 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -29,7 +29,7 @@ class LMStyle(Enum): QwQ = "QwQ" LLaMa3 = "LLaMa3" DeepSeekR1 = "DeepSeekR1" - + TogetherAI = "TogetherAI" @@ -667,43 +667,43 @@ def to_dict(self) -> dict: model_name="command-r-plus-08-2024", model_repr="command-r-plus-08-2024", model_style=LMStyle.CohereCommand, - release_date=datetime(2024,8,1), - link="https://docs.cohere.com/docs/command-r-plus" + release_date=datetime(2024, 8, 1), + link="https://docs.cohere.com/docs/command-r-plus", ), LanguageModel( model_name="command-r-08-2024", model_repr="command-r-08-2024", model_style=LMStyle.CohereCommand, - release_date=datetime(2024,8,1), - link="https://docs.cohere.com/docs/command-r" + release_date=datetime(2024, 8, 1), + link="https://docs.cohere.com/docs/command-r", ), LanguageModel( model_name="command-r7b-12-2024", model_repr="command-r7b-12-2024", model_style=LMStyle.CohereCommand, - release_date=datetime(2024,12,13), - link="https://docs.cohere.com/docs/command-r7b" + release_date=datetime(2024, 12, 13), + link="https://docs.cohere.com/docs/command-r7b", ), LanguageModel( model_name="command-a-03-2025", model_repr="command-a-03-2025", model_style=LMStyle.CohereCommand, - release_date=datetime(2025,3,13), - link="https://docs.cohere.com/docs/command-a" + release_date=datetime(2025, 3, 13), + link="https://docs.cohere.com/docs/command-a", ), LanguageModel( - model_name="Qwen/Qwen2.5-72B-Instruct-Turbo" , + model_name="Qwen/Qwen2.5-72B-Instruct-Turbo", model_repr="Qwen2.5-72B-Instruct-Turbo", model_style=LMStyle.TogetherAI, release_date=datetime(2024, 9, 19), - link="https://docs.together.ai/docs/serverless-models" + link="https://docs.together.ai/docs/serverless-models", ), LanguageModel( model_name="deepseek-ai/DeepSeek-V3", model_repr="DeepSeek-V3", model_style=LMStyle.TogetherAI, release_date=datetime(2024, 12, 26), - link="https://docs.together.ai/docs/serverless-models" + link="https://docs.together.ai/docs/serverless-models", ), LanguageModel( "MetaStone-L1-7B", @@ -726,6 +726,27 @@ def to_dict(self) -> dict: datetime(2024, 3, 1), "https://x.com/i/grok", ), + LanguageModel( + "nvidia/Llama-3_1-Nemotron-Ultra-253B-v1", + "Llama-3_1-Nemotron-Ultra-253B-v1", + LMStyle.DeepSeekR1, + datetime(2024, 4, 1), + "https://huggingface.co/nvidia/Llama-3_1-Nemotron-Ultra-253B-v1", + ), + LanguageModel( + "nvidia/Llama-3_1-Nemotron-Nano-8B-v1", + "Llama-3_1-Nemotron-Nano-8B-v1", + LMStyle.DeepSeekR1, + datetime(2024, 4, 1), + "https://huggingface.co/nvidia/Llama-3_1-Nemotron-Nano-8B-v1/", + ), + LanguageModel( + "agentica-org/DeepCoder-14B-Preview", + "DeepCoder-14B-Preview", + LMStyle.DeepSeekR1, + datetime(2024, 4, 1), + "https://huggingface.co/agentica-org/DeepCoder-14B-Preview", + ), ] LanguageModelStore: dict[str, LanguageModel] = { From eb086813f02aafae827943ed4bb6c91619031000 Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Mon, 21 Apr 2025 02:35:49 +0000 Subject: [PATCH 08/19] upd: lmstyles --- lcb_runner/lm_styles.py | 37 + lcb_runner/prompts/code_generation.py | 9 +- lcb_runner/runner/claude3_runner.py | 29 +- lcb_runner/runner/runner_utils.py | 2 +- pyproject.toml | 2 +- uv.lock | 3684 +++++++++++++++++-------- 6 files changed, 2535 insertions(+), 1228 deletions(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index bf8a62a8..22320129 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -10,6 +10,8 @@ class LMStyle(Enum): Claude = "Claude" # Claude 1 and Claude 2 Claude3 = "Claude3" + Claude3Thinking = "Claude3Thinking" + Gemini = "Gemini" GeminiThinking = "GeminiThinking" Grok = "Grok" @@ -344,6 +346,27 @@ def to_dict(self) -> dict: datetime(2023, 4, 30), link="https://platform.openai.com/docs/api-reference/chat/create#chat-create-reasoning_effort", ), + LanguageModel( + "o4-mini__high", + "O4-Mini (High)", + LMStyle.OpenAIReason, + datetime(2023, 4, 30), + link="https://platform.openai.com/docs/api-reference/chat/create#chat-create-reasoning_effort", + ), + LanguageModel( + "o4-mini__medium", + "O4-Mini (Medium)", + LMStyle.OpenAIReason, + datetime(2023, 4, 30), + link="https://platform.openai.com/docs/api-reference/chat/create#chat-create-reasoning_effort", + ), + LanguageModel( + "o4-mini__low", + "O4-Mini (Low)", + LMStyle.OpenAIReason, + datetime(2023, 4, 30), + link="https://platform.openai.com/docs/api-reference/chat/create#chat-create-reasoning_effort", + ), ## Claude and Claude 2 LanguageModel( "claude-instant-1", @@ -388,6 +411,13 @@ def to_dict(self) -> dict: datetime(2024, 3, 31), link="https://www.anthropic.com/news/claude-3-5-sonnet", ), + LanguageModel( + "claude-3-7-sonnet-20250219", + "Claude-3.7-Sonnet (Thinking)", + LMStyle.Claude3Thinking, + datetime(2024, 3, 31), + link="https://www.anthropic.com/news/claude-3-7-sonnet", + ), LanguageModel( "claude-3-haiku-20240307", "Claude-3-Haiku", @@ -540,6 +570,13 @@ def to_dict(self) -> dict: datetime(2024, 6, 30), link="https://huggingface.co/Qwen/QwQ-32B-Preview", ), + LanguageModel( + "Qwen/QwQ-32B", + "QwQ-32B", + LMStyle.QwQ, + datetime(2024, 6, 30), + link="https://huggingface.co/Qwen/QwQ-32B", + ), ## Qwen 2 LanguageModel( "Qwen/Qwen2-72B-Instruct", diff --git a/lcb_runner/prompts/code_generation.py b/lcb_runner/prompts/code_generation.py index 71a26ffe..afe63c97 100644 --- a/lcb_runner/prompts/code_generation.py +++ b/lcb_runner/prompts/code_generation.py @@ -194,7 +194,12 @@ def get_example_prompt(example): def format_prompt_generation( question: CodeGenerationProblem, LanguageModelStyle: LMStyle ) -> str: - if LanguageModelStyle in [LMStyle.OpenAIChat, LMStyle.DeepSeekAPI, LMStyle.TogetherAI, LMStyle.CohereCommand]: + if LanguageModelStyle in [ + LMStyle.OpenAIChat, + LMStyle.DeepSeekAPI, + LMStyle.TogetherAI, + LMStyle.CohereCommand, + ]: chat_messages = [ { "role": "system", @@ -262,7 +267,7 @@ def format_prompt_generation( prompt += f"{AI_PROMPT}" return prompt - if LanguageModelStyle == LMStyle.Claude3: + if LanguageModelStyle in [LMStyle.Claude3, LMStyle.Claude3Thinking]: system = PromptConstants.SYSTEM_MESSAGE_GENERIC prompt = [ { diff --git a/lcb_runner/runner/claude3_runner.py b/lcb_runner/runner/claude3_runner.py index 18c6c521..78a03c0c 100644 --- a/lcb_runner/runner/claude3_runner.py +++ b/lcb_runner/runner/claude3_runner.py @@ -10,16 +10,24 @@ class Claude3Runner(BaseRunner): - client = Anthropic(api_key=os.getenv("ANTHROPIC_KEY")) + client = Anthropic(api_key=os.getenv("ANTHROPIC_KEY"), timeout=1200) def __init__(self, args, model): super().__init__(args, model) - self.client_kwargs: dict[str | str] = { - "model": args.model, - "temperature": args.temperature, - "max_tokens": args.max_tokens, - "top_p": args.top_p, - } + if "Thinking" in model.model_style.value: + self.client_kwargs: dict[str | str] = { + "model": args.model, + "max_tokens": 40000, + "thinking": {"type": "enabled", "budget_tokens": 32000}, + "stream": False, + } + else: + self.client_kwargs: dict[str | str] = { + "model": args.model, + "temperature": args.temperature, + "max_tokens": args.max_tokens, + "top_p": args.top_p, + } def _run_single(self, prompt: tuple[str, str]) -> list[str]: @@ -30,7 +38,12 @@ def __run_single(counter): messages=prompt[1], **self.client_kwargs, ) - content = "\n".join([x.text for x in response.content]) + content = "\n".join( + [ + getattr(x, "text", getattr(x, "thinking", "\nREDACTED\n")) + for x in response.content + ] + ) return content except Exception as e: print("Exception: ", repr(e), "Sleeping for 20 seconds...") diff --git a/lcb_runner/runner/runner_utils.py b/lcb_runner/runner/runner_utils.py index 1fbe32c5..2b413e61 100644 --- a/lcb_runner/runner/runner_utils.py +++ b/lcb_runner/runner/runner_utils.py @@ -14,7 +14,7 @@ def build_runner(args, model: LanguageModel): from lcb_runner.runner.gemini_runner import GeminiRunner return GeminiRunner(args, model) - if model.model_style == LMStyle.Claude3: + if model.model_style in [LMStyle.Claude3, LMStyle.Claude3Thinking]: from lcb_runner.runner.claude3_runner import Claude3Runner return Claude3Runner(args, model) diff --git a/pyproject.toml b/pyproject.toml index 7ded984e..e2b5b910 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,7 +15,7 @@ dependencies = [ "pebble>=5.1.0", "torch>=2.3.0", "vllm>=0.5.0.post1", - "together>=0.21.0" + "together>=0.21.0", ] [tool.setuptools] diff --git a/uv.lock b/uv.lock index eda46b91..83a5fb5c 100644 --- a/uv.lock +++ b/uv.lock @@ -1,24 +1,29 @@ version = 1 requires-python = ">=3.10" resolution-markers = [ - "python_full_version >= '3.13'", - "python_full_version == '3.12.*'", - "python_full_version == '3.11.*'", - "python_full_version < '3.11'", + "python_full_version >= '3.12' and sys_platform == 'darwin'", + "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'", + 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link="https://platform.openai.com/docs/api-reference/chat/create#chat-create-reasoning_effort", + ), ## Claude and Claude 2 LanguageModel( "claude-instant-1", diff --git a/lcb_runner/prompts/code_generation.py b/lcb_runner/prompts/code_generation.py index afe63c97..22ba3f82 100644 --- a/lcb_runner/prompts/code_generation.py +++ b/lcb_runner/prompts/code_generation.py @@ -23,6 +23,8 @@ class PromptConstants: f"<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n<|im_start|>user" ) + SYSTEM_MESSAGE_QWEN_QWQ = f"<|im_start|>system\nYou are a helpful and harmless assistant. You are Qwen developed by Alibaba. You should think step-by-step.<|im_end|>\n<|im_start|>user" + SYSTEM_MESSAGE_DEEPSEEK_R1 = ( "<｜begin▁of▁sentence｜>A conversation between User and Assistant. " "The user asks a question, and the Assistant solves it. " @@ -137,6 +139,19 @@ def get_codeqwen_question_template_answer(question: CodeGenerationProblem): return prompt +def get_qwen_qwq_question_template_answer(question: CodeGenerationProblem): + prompt = "You will be given a question (problem specification) and will generate a correct Python program that matches the specification and passes all tests.\n\n" + prompt += f"Question: {question.question_content}\n\n" + if question.starter_code: + prompt += f"{PromptConstants.FORMATTING_MESSAGE_WITH_STARTER_CODE}\n" + prompt += f"```python\n{question.starter_code}\n```\n\n<|im_end|>\n" + else: + prompt += f"{PromptConstants.FORMATTING_WITHOUT_STARTER_CODE}\n" + prompt += f"```python\n# YOUR CODE HERE\n```\n\n<|im_end|>\n" + prompt += f"<|im_start|>assistant\n" + return prompt + + def get_deepseek_r1_question_template_answer(question: CodeGenerationProblem): # Following modifications from: https://github.com/fanqiwan/FuseAI/blob/main/FuseO1-Preview/code_evaluation/lcb_runner_cq/prompts/code_generation.py prompt = "You will be given a question (problem specification) and will generate a correct Python program that matches the specification and passes all tests.\n\n" @@ -310,6 +325,11 @@ def format_prompt_generation( prompt += f"{get_codeqwen_question_template_answer(question)}" return prompt + if LanguageModelStyle == LMStyle.QwQ: + prompt = f"{PromptConstants.SYSTEM_MESSAGE_QWEN_QWQ}\n\n" + prompt += f"{get_qwen_qwq_question_template_answer(question)}" + return prompt + if LanguageModelStyle == LMStyle.DeepSeekR1: prompt = f"{PromptConstants.SYSTEM_MESSAGE_DEEPSEEK_R1}" prompt += f"{get_deepseek_r1_question_template_answer(question)}" From a12f7ebe45f58037ce8e8308e2ad87e587ecd445 Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Mon, 21 Apr 2025 05:10:57 +0000 Subject: [PATCH 10/19] release_v --- README.md | 1 + lcb_runner/runner/deepseek_runner.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index cff85f54..a9633038 100644 --- a/README.md +++ b/README.md @@ -44,6 +44,7 @@ Since LiveCodeBench is a continuously updated benchmark, we provide different ve - `release_v3`: The updated release of the dataset with problems released between May 2023 and Jul 2024 containing 612 problems. - `release_v4`: The updated release of the dataset with problems released between May 2023 and Sep 2024 containing 713 problems. - `release_v5`: The updated release of the dataset with problems released between May 2023 and Jan 2025 containing 880 problems. +- `release_v6`: The updated release of the dataset with problems released between May 2023 and Apr 2025 containing 1055 problems. You can use the `--release_version` flag to specify the dataset version you wish to use. Particularly, you can use the following command to run the evaluation on the `release_v2` dataset. Release version defaults to `release_latest`. Additionally, we have introduced fine-grained release versions such as `v1`, `v2`, `v1_v3`, `v4_v5` for specific versions of the dataset. diff --git a/lcb_runner/runner/deepseek_runner.py b/lcb_runner/runner/deepseek_runner.py index fd2ec715..2f59ba64 100644 --- a/lcb_runner/runner/deepseek_runner.py +++ b/lcb_runner/runner/deepseek_runner.py @@ -12,7 +12,7 @@ class DeepSeekRunner(BaseRunner): client = OpenAI( - api_key=os.getenv("FIREWORKS_API"), + api_key=os.getenv("DEEPSEEK_API"), base_url="https://api.deepseek.com", ) From 051d813a9555e8e1ca6b1f0dc0d59bf125ec7e7a Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Tue, 22 Apr 2025 22:09:32 +0000 Subject: [PATCH 11/19] remove experimental models --- lcb_runner/lm_styles.py | 72 ++++++++++++++++++++--------------------- 1 file changed, 36 insertions(+), 36 deletions(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 1c88aadd..523663f3 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -447,34 +447,34 @@ def to_dict(self) -> dict: datetime(2023, 4, 30), link="https://blog.google/technology/ai/gemini-api-developers-cloud", ), - LanguageModel( - "gemini-exp-1206", - "Gemini-Exp-1206", - LMStyle.Gemini, - datetime(2023, 4, 30), - link="https://ai.google.dev/gemini-api/docs/models/experimental-models", - ), - LanguageModel( - "gemini-2.0-flash-thinking-exp-1219", - "Gemini-Flash-2.0-Thinking-12-19", - LMStyle.GeminiThinking, - datetime(2023, 4, 30), - link="https://ai.google.dev/gemini-api/docs/models/experimental-models", - ), - LanguageModel( - "gemini-2.0-flash-thinking-exp-01-21", - "Gemini-Flash-2.0-Thinking-01-21", - LMStyle.GeminiThinking, - datetime(2023, 4, 30), - link="https://ai.google.dev/gemini-api/docs/models/experimental-models", - ), - LanguageModel( - "gemini-2.0-flash-exp", - "Gemini-Flash-2.0-Exp", - LMStyle.Gemini, - datetime(2023, 4, 30), - link="https://ai.google.dev/gemini-api/docs/models/experimental-models", - ), + # LanguageModel( + # "gemini-exp-1206", + # "Gemini-Exp-1206", + # LMStyle.Gemini, + # datetime(2023, 4, 30), + # link="https://ai.google.dev/gemini-api/docs/models/experimental-models", + # ), + # LanguageModel( + # "gemini-2.0-flash-thinking-exp-1219", + # "Gemini-Flash-2.0-Thinking-12-19", + # LMStyle.GeminiThinking, + # datetime(2023, 4, 30), + # link="https://ai.google.dev/gemini-api/docs/models/experimental-models", + # ), + # LanguageModel( + # "gemini-2.0-flash-thinking-exp-01-21", + # "Gemini-Flash-2.0-Thinking-01-21", + # LMStyle.GeminiThinking, + # datetime(2023, 4, 30), + # link="https://ai.google.dev/gemini-api/docs/models/experimental-models", + # ), + # LanguageModel( + # "gemini-2.0-flash-exp", + # "Gemini-Flash-2.0-Exp", + # LMStyle.Gemini, + # datetime(2023, 4, 30), + # link="https://ai.google.dev/gemini-api/docs/models/experimental-models", + # ), LanguageModel( "gemini-2.5-pro-exp-03-25", "Gemini-2.5-Pro", @@ -484,7 +484,7 @@ def to_dict(self) -> dict: ), LanguageModel( "gemini-2.5-flash-preview-04-17", - "Gemini-2.5-Flash", + "Gemini-2.5-Flash-Preview", LMStyle.GeminiThinking, datetime(2023, 4, 30), link="https://developers.googleblog.com/en/start-building-with-gemini-25-flash/", @@ -742,13 +742,13 @@ def to_dict(self) -> dict: release_date=datetime(2024, 9, 19), link="https://docs.together.ai/docs/serverless-models", ), - LanguageModel( - model_name="deepseek-ai/DeepSeek-V3", - model_repr="DeepSeek-V3", - model_style=LMStyle.TogetherAI, - release_date=datetime(2024, 12, 26), - link="https://docs.together.ai/docs/serverless-models", - ), + # LanguageModel( + # model_name="deepseek-ai/DeepSeek-V3", + # model_repr="DeepSeek-V3", + # model_style=LMStyle.TogetherAI, + # release_date=datetime(2024, 12, 26), + # link="https://docs.together.ai/docs/serverless-models", + # ), LanguageModel( "MetaStone-L1-7B", "MetaStone-L1-7B", From 9581767185f5f8c689c3924522e6b3115829713d Mon Sep 17 00:00:00 2001 From: Changxin Ke Date: Wed, 30 Apr 2025 22:57:04 +0800 Subject: [PATCH 12/19] fix: update url of datasets (#96) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a9633038..74aff29e 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ Official repository for the paper "LiveCodeBench: Holistic and Contamination Fre

🏠 Home Page β€’ - πŸ’» Data β€’ + πŸ’» Data β€’ πŸ† Leaderboard β€’ πŸ” Explorer

From 125a8de39b2d88f214fbde8a22d034a04f774d11 Mon Sep 17 00:00:00 2001 From: James Yoo <24359440+jyoo980@users.noreply.github.com> Date: Fri, 2 May 2025 12:19:56 -0700 Subject: [PATCH 13/19] Adding `uv` installation instructions (#97) --- README.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 74aff29e..47f16b75 100644 --- a/README.md +++ b/README.md @@ -20,7 +20,17 @@ git clone https://github.com/LiveCodeBench/LiveCodeBench.git cd LiveCodeBench ``` -We recommend using uv for managing dependencies. You can install uv and the dependencies using the following commands: +We recommend using [uv](https://github.com/astral-sh/uv) +for managing dependencies, which can be installed a [number of ways](https://github.com/astral-sh/uv?tab=readme-ov-file#installation). + +Verify that `uv` is installed on your system by running: + +```bash +uv --version +``` + +Once `uv` has been installed, use it to create a virtual environment for +LiveCodeBench and install its dependencies with the following commands: ```bash uv venv --python 3.11 From 16de2a1ef5c07342f6b9782a415cc29cee9ce6e4 Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Fri, 23 May 2025 07:40:06 +0000 Subject: [PATCH 14/19] fix: testing util and oai runner --- lcb_runner/evaluation/testing_util.py | 38 ++++++++++++++++++++++++++- lcb_runner/lm_styles.py | 18 +++++++++++-- lcb_runner/runner/oai_runner.py | 8 ++++-- 3 files changed, 59 insertions(+), 5 deletions(-) diff --git a/lcb_runner/evaluation/testing_util.py b/lcb_runner/evaluation/testing_util.py index a80d0097..ecc89474 100644 --- a/lcb_runner/evaluation/testing_util.py +++ b/lcb_runner/evaluation/testing_util.py @@ -70,6 +70,39 @@ def __exit__(self, *args): sys.stdout = self._stdout +# Custom mock for sys.stdin that supports buffer attribute +class MockStdinWithBuffer: + def __init__(self, inputs: str): + self.inputs = inputs + self._stringio = StringIO(inputs) + self.buffer = MockBuffer(inputs) + + def read(self, *args): + return self.inputs + + def readline(self, *args): + return self._stringio.readline(*args) + + def readlines(self, *args): + return self.inputs.split("\n") + + def __getattr__(self, name): + # Delegate other attributes to StringIO + return getattr(self._stringio, name) + + +class MockBuffer: + def __init__(self, inputs: str): + self.inputs = inputs.encode("utf-8") # Convert to bytes + + def read(self, *args): + # Return as byte strings that can be split + return self.inputs + + def readline(self, *args): + return self.inputs.split(b"\n")[0] + b"\n" + + def clean_if_name(code: str) -> str: try: astree = ast.parse(code) @@ -125,11 +158,14 @@ def call_method(method, inputs): inputs_line_iterator = iter(inputs.split("\n")) + # Create custom stdin mock with buffer support + mock_stdin = MockStdinWithBuffer(inputs) + # sys.setrecursionlimit(10000) # @patch('builtins.input', side_effect=inputs.split("\n")) @patch("builtins.open", mock_open(read_data=inputs)) - @patch("sys.stdin", StringIO(inputs)) + @patch("sys.stdin", mock_stdin) # Use our custom mock instead of StringIO @patch("sys.stdin.readline", lambda *args: next(inputs_line_iterator)) @patch("sys.stdin.readlines", lambda *args: inputs.split("\n")) @patch("sys.stdin.read", lambda *args: inputs) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 523663f3..969bee8c 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -476,12 +476,19 @@ def to_dict(self) -> dict: # link="https://ai.google.dev/gemini-api/docs/models/experimental-models", # ), LanguageModel( - "gemini-2.5-pro-exp-03-25", - "Gemini-2.5-Pro", + "gemini-2.5-pro-preview-05-06", + "Gemini-2.5-Pro-05-06", LMStyle.GeminiThinking, datetime(2023, 4, 30), link="https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/#advanced-coding", ), + # LanguageModel( + # "gemini-2.5-pro-exp-03-25", + # "Gemini-2.5-Pro-03-25", + # LMStyle.GeminiThinking, + # datetime(2023, 4, 30), + # link="https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/#advanced-coding", + # ), LanguageModel( "gemini-2.5-flash-preview-04-17", "Gemini-2.5-Flash-Preview", @@ -629,6 +636,13 @@ def to_dict(self) -> dict: datetime(2024, 6, 30), link="https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct", ), + LanguageModel( + "Qwen/Qwen3-235B-A22B", + "Qwen3-235B-A22B", + LMStyle.CodeQwenInstruct, + datetime(2024, 6, 30), + link="https://huggingface.co/Qwen/Qwen3-235B-A22B", + ), LanguageModel( "azerogpt", "AzeroGPT-64b", diff --git a/lcb_runner/runner/oai_runner.py b/lcb_runner/runner/oai_runner.py index 50915e40..59e20747 100644 --- a/lcb_runner/runner/oai_runner.py +++ b/lcb_runner/runner/oai_runner.py @@ -45,9 +45,13 @@ def __init__(self, args, model): # "stop": args.stop, --> stop is only used for base models currently } - def _run_single(self, prompt: list[dict[str, str]]) -> list[str]: + def _run_single(self, prompt: list[dict[str, str]], n: int = 10) -> list[str]: assert isinstance(prompt, list) + if n == 0: + print("Max retries reached. Returning empty response.") + return [] + try: response = OpenAIRunner.client.chat.completions.create( messages=prompt, @@ -67,7 +71,7 @@ def _run_single(self, prompt: list[dict[str, str]]) -> list[str]: print("Sleeping for 30 seconds...") print("Consider reducing the number of parallel processes.") sleep(30) - return self._run_single(prompt) + return self._run_single(prompt, n=n - 1) except Exception as e: print(f"Failed to run the model for {prompt}!") print("Exception: ", repr(e)) From b1e7cab44d610bbc2e10d36d270cd0c89c600492 Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Thu, 29 May 2025 22:09:21 +0000 Subject: [PATCH 15/19] saves --- lcb_runner/lm_styles.py | 35 +++++++++++++++++++++++++++++ lcb_runner/runner/claude3_runner.py | 4 ++-- lcb_runner/runner/gemini_runner.py | 5 ++++- lcb_runner/runner/main.py | 3 +-- 4 files changed, 42 insertions(+), 5 deletions(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 969bee8c..cd692989 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -432,6 +432,34 @@ def to_dict(self) -> dict: datetime(2023, 4, 30), link="https://www.anthropic.com/index/claude-3", ), + LanguageModel( + "claude-sonnet-4-20250514", + "Claude-Sonnet-4 (Thinking)", + LMStyle.Claude3Thinking, + datetime(2023, 4, 30), + link="https://www.anthropic.com/claude/sonnet", + ), + LanguageModel( + "claude-opus-4-20250514", + "Claude-Opus-4 (Thinking)", + LMStyle.Claude3Thinking, + datetime(2023, 4, 30), + link="https://www.anthropic.com/claude/sonnet", + ), + LanguageModel( + "claude-opus-4-20250514_nothink", + "Claude-Opus-4", + LMStyle.Claude3Thinking, + datetime(2023, 4, 30), + link="https://www.anthropic.com/claude/sonnet", + ), + LanguageModel( + "claude-sonnet-4-20250514_nothink", + "Claude-Sonnet-4", + LMStyle.Claude3, + datetime(2023, 4, 30), + link="https://www.anthropic.com/claude/sonnet", + ), ## Gemini LanguageModel( "gemini-1.5-pro-002", @@ -678,6 +706,13 @@ def to_dict(self) -> dict: datetime(2024, 6, 30), link="https://huggingface.co/deepseek-ai/DeepSeek-R1", ), + LanguageModel( + "deepseek-reasoner", + "DeepSeek-R1-0528", + LMStyle.DeepSeekR1, + datetime(2024, 6, 30), + link="https://huggingface.co/deepseek-ai/DeepSeek-R1-0528", + ), ## DeepSeek R1 distilled of Qwen/Llama models LanguageModel( "deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B", diff --git a/lcb_runner/runner/claude3_runner.py b/lcb_runner/runner/claude3_runner.py index 78a03c0c..e47bd455 100644 --- a/lcb_runner/runner/claude3_runner.py +++ b/lcb_runner/runner/claude3_runner.py @@ -17,8 +17,8 @@ def __init__(self, args, model): if "Thinking" in model.model_style.value: self.client_kwargs: dict[str | str] = { "model": args.model, - "max_tokens": 40000, - "thinking": {"type": "enabled", "budget_tokens": 32000}, + "max_tokens": 32000, + "thinking": {"type": "enabled", "budget_tokens": 24000}, "stream": False, } else: diff --git a/lcb_runner/runner/gemini_runner.py b/lcb_runner/runner/gemini_runner.py index 94cae111..a15a3374 100644 --- a/lcb_runner/runner/gemini_runner.py +++ b/lcb_runner/runner/gemini_runner.py @@ -13,7 +13,10 @@ class GeminiRunner(BaseRunner): client = genai.Client( - api_key=os.getenv("GOOGLE_API_KEY"), http_options={"api_version": "v1alpha"} + # api_key=os.getenv("GOOGLE_API_KEY"), http_options={"api_version": "v1alpha"} + vertexai=True, + project=os.getenv("GOOGLE_PROJECT_ID"), + location=os.getenv("GOOGLE_LOCATION"), ) safety_settings = [ { diff --git a/lcb_runner/runner/main.py b/lcb_runner/runner/main.py index b1f874ac..07902b3e 100644 --- a/lcb_runner/runner/main.py +++ b/lcb_runner/runner/main.py @@ -44,8 +44,7 @@ def main(): old_save_results = [ instance for instance in old_save_results - if instance["output_list"] - # and [x for x in instance["output_list"] if x] + if instance["output_list"] and [x for x in instance["output_list"] if x] ] old_save_results_question_ids = [ instance["question_id"] for instance in old_save_results From 461353e8d0375d3f4823e9d1372c23d2a13176a4 Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Wed, 18 Jun 2025 15:49:03 +0000 Subject: [PATCH 16/19] add gemini model and ERRATA --- ERRATA.md | 4 +++- lcb_runner/lm_styles.py | 23 ++++++++++++++++++++++- lcb_runner/runner/gemini_runner.py | 4 ++-- 3 files changed, 27 insertions(+), 4 deletions(-) diff --git a/ERRATA.md b/ERRATA.md index ab4ca54e..65332c27 100644 --- a/ERRATA.md +++ b/ERRATA.md @@ -13,6 +13,7 @@ While we have tries to ensure the correctness of the benchmark in terms of test 7. find-words-containing-character - Multiple solutions accepted 8. find-the-peaks - Multiple solutions accepted 10. generate-binary-strings-without-adjacent-zeros - Multiple solutions accepted +11. arc185_c - Multiple solutions accepted ## Interactive Problems @@ -26,4 +27,5 @@ While we have tries to ensure the correctness of the benchmark in terms of test 1. abc350_c - Erroneous test cases 2. apply-operations-to-make-string-empty - Erroneous test case of empty string -3. most-frequent-ids - Adversarian input not following constraints \ No newline at end of file +3. most-frequent-ids - Adversarian input not following constraints +4. arc189_a - Single erroneous test case with incorrect output \ No newline at end of file diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index cd692989..28206ed4 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -503,6 +503,20 @@ def to_dict(self) -> dict: # datetime(2023, 4, 30), # link="https://ai.google.dev/gemini-api/docs/models/experimental-models", # ), + LanguageModel( + "gemini-2.5-pro", + "Gemini-2.5-Pro-06-17", + LMStyle.GeminiThinking, + datetime(2023, 4, 30), + link="https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/#advanced-coding", + ), + LanguageModel( + "gemini-2.5-pro-preview-06-05", + "Gemini-2.5-Pro-06-05", + LMStyle.GeminiThinking, + datetime(2023, 4, 30), + link="https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/#advanced-coding", + ), LanguageModel( "gemini-2.5-pro-preview-05-06", "Gemini-2.5-Pro-05-06", @@ -519,7 +533,14 @@ def to_dict(self) -> dict: # ), LanguageModel( "gemini-2.5-flash-preview-04-17", - "Gemini-2.5-Flash-Preview", + "Gemini-2.5-Flash-04-17", + LMStyle.GeminiThinking, + datetime(2023, 4, 30), + link="https://developers.googleblog.com/en/start-building-with-gemini-25-flash/", + ), + LanguageModel( + "gemini-2.5-flash-preview-05-20", + "Gemini-2.5-Flash-05-20", LMStyle.GeminiThinking, datetime(2023, 4, 30), link="https://developers.googleblog.com/en/start-building-with-gemini-25-flash/", diff --git a/lcb_runner/runner/gemini_runner.py b/lcb_runner/runner/gemini_runner.py index a15a3374..42d77053 100644 --- a/lcb_runner/runner/gemini_runner.py +++ b/lcb_runner/runner/gemini_runner.py @@ -15,8 +15,8 @@ class GeminiRunner(BaseRunner): client = genai.Client( # api_key=os.getenv("GOOGLE_API_KEY"), http_options={"api_version": "v1alpha"} vertexai=True, - project=os.getenv("GOOGLE_PROJECT_ID"), - location=os.getenv("GOOGLE_LOCATION"), + project=os.getenv("VERTEX_GEMINI_PROJECT"), + location=os.getenv("VERTEX_GEMINI_LOCATION"), ) safety_settings = [ { From 6c424ef317d6b20fa598d703d93045be2775fa4e Mon Sep 17 00:00:00 2001 From: sijieaaa <58644619+sijieaaa@users.noreply.github.com> Date: Fri, 20 Jun 2025 22:37:01 +0800 Subject: [PATCH 17/19] fix: update meta-llama model infos in lm_styles.py (#105) --- lcb_runner/lm_styles.py | 50 ++++++++++++++++++++--------------------- 1 file changed, 25 insertions(+), 25 deletions(-) diff --git a/lcb_runner/lm_styles.py b/lcb_runner/lm_styles.py index 28206ed4..d10b2117 100644 --- a/lcb_runner/lm_styles.py +++ b/lcb_runner/lm_styles.py @@ -59,18 +59,18 @@ def to_dict(self) -> dict: LanguageModelList: list[LanguageModel] = [ ## LLama3 Base (8B and 70B) LanguageModel( - "meta-llama/Meta-Llama-3-70B", - "LLama3-70b-Base", + "meta-llama/Meta-Llama-3-8B", + "LLama3-8b-Base", LMStyle.GenericBase, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3-70B", + link="https://huggingface.co/meta-llama/Meta-Llama-3-8B", ), LanguageModel( - "meta-llama/Meta-Llama-3-8B", - "LLama3-8b-Base", + "meta-llama/Meta-Llama-3-70B", + "LLama3-70b-Base", LMStyle.GenericBase, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3-8B", + link="https://huggingface.co/meta-llama/Meta-Llama-3-70B", ), ## LLama3 Instruct (8B and 70B) LanguageModel( @@ -89,49 +89,56 @@ def to_dict(self) -> dict: ), ## LLama3.1 Base (8B, 70B, 405B) LanguageModel( - "meta-llama/Meta-Llama-3.1-8B", + "meta-llama/Llama-3.1-8B", "LLama3.1-8b-Base", LMStyle.GenericBase, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3.1-8B", + link="https://huggingface.co/meta-llama/Llama-3.1-8B", ), LanguageModel( - "meta-llama/Meta-Llama-3.1-70B", + "meta-llama/Llama-3.1-70B", "LLama3.1-70b-Base", LMStyle.GenericBase, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3.1-70B", + link="https://huggingface.co/meta-llama/Llama-3.1-70B", ), LanguageModel( - "meta-llama/Meta-Llama-3.1-405B-FP8", + "meta-llama/Llama-3.1-405B-FP8", "LLama3.1-405b-Base-FP8", LMStyle.GenericBase, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-FP8", + link="https://huggingface.co/meta-llama/Llama-3.1-405B-FP8", ), ## LLama3.1 Instruct (8B, 70B, 405B) LanguageModel( - "meta-llama/Meta-Llama-3.1-8B-Instruct", + "meta-llama/Llama-3.1-8B-Instruct", "LLama3.1-8b-Ins", LMStyle.LLaMa3, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct", + link="https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct", ), LanguageModel( - "meta-llama/Meta-Llama-3.1-70B-Instruct", + "meta-llama/Llama-3.1-70B-Instruct", "LLama3.1-70b-Ins", LMStyle.LLaMa3, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct", + link="https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct", ), LanguageModel( - "meta-llama/Meta-Llama-3.1-405B-Instruct-FP8", + "meta-llama/Llama-3.1-405B-Instruct-FP8", "LLama3.1-405b-Ins-FP8", LMStyle.LLaMa3, datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct-FP8", + link="https://huggingface.co/meta-llama/Llama-3.1-405B-Instruct-FP8", ), ## LLama3.3 Instruct (8B, 70B) + # LanguageModel( + # "meta-llama/Llama-3.3-8B-Instruct", # Has been removed from HuggingFace by meta-llama + # "LLama3.3-8b-Ins", + # LMStyle.LLaMa3, + # datetime(2023, 1, 1), + # link="https://huggingface.co/meta-llama/Llama-3.3-8B-Instruct", + # ), LanguageModel( "meta-llama/Llama-3.3-70B-Instruct", "LLama3.3-70b-Ins", @@ -139,13 +146,6 @@ def to_dict(self) -> dict: datetime(2023, 1, 1), link="https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct", ), - LanguageModel( - "meta-llama/Llama-3.3-8B-Instruct", - "LLama3.3-8b-Ins", - LMStyle.LLaMa3, - datetime(2023, 1, 1), - link="https://huggingface.co/meta-llama/Llama-3.3-8B-Instruct", - ), ## Deepseek-Coder Base (33B, 6.7B, 1.3B) LanguageModel( "deepseek-ai/deepseek-coder-33b-base", From b0fc86b1e20daa66d255574bc2bece8ff19de90d Mon Sep 17 00:00:00 2001 From: Naman Jain Date: Tue, 8 Jul 2025 11:22:21 -0700 Subject: [PATCH 18/19] Update ERRATA.md --- ERRATA.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ERRATA.md b/ERRATA.md index 65332c27..9f57a5ed 100644 --- a/ERRATA.md +++ b/ERRATA.md @@ -14,6 +14,7 @@ While we have tries to ensure the correctness of the benchmark in terms of test 8. find-the-peaks - Multiple solutions accepted 10. generate-binary-strings-without-adjacent-zeros - Multiple solutions accepted 11. arc185_c - Multiple solutions accepted +12. abc343_a - Multiple solutions accepted ## Interactive Problems @@ -28,4 +29,4 @@ While we have tries to ensure the correctness of the benchmark in terms of test 1. abc350_c - Erroneous test cases 2. apply-operations-to-make-string-empty - Erroneous test case of empty string 3. most-frequent-ids - Adversarian input not following constraints -4. arc189_a - Single erroneous test case with incorrect output \ No newline at end of file +4. arc189_a - Single erroneous test case with incorrect output From 28fef95ea8c9f7a547c8329f2cd3d32b92c1fa24 Mon Sep 17 00:00:00 2001 From: blakkd Date: Wed, 16 Jul 2025 02:58:38 +0200 Subject: [PATCH 19/19] fix: typo in the Explorer URL top README (#109) Co-authored-by: blakkd --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 47f16b75..10ab6020 100644 --- a/README.md +++ b/README.md @@ -5,7 +5,7 @@ Official repository for the paper "LiveCodeBench: Holistic and Contamination Fre 🏠 Home Page β€’ πŸ’» Data β€’ πŸ† Leaderboard β€’ - πŸ” Explorer + πŸ” Explorer

## Introduction