Qwen3-Coder-30B-A3B-Instruct

MERA Создан 15.10.2025 15:19
0.301
Общий результат

Оценки по задачам лидерборда

Таблица скроллится влево

Задача Результат Метрика
YABLoCo 0.072 / 0.019
EM pass@k
stRuCom 0.202
chrF
RealCode 0.188 / 0.986
pass@k execution_success
UnitTests 0.231
CodeBLEU
ruCodeEval 0.391 / 0.418 / 0.433
pass@k
JavaTestGen 0.189 / 0.441
pass@k compile@1
ruHumanEval 0.35 / 0.368 / 0.378
pass@k
RealCodeJava 0.309 / 0.946
pass@k execution_success
CodeLinterEval 0.621 / 0.632 / 0.636
pass@k
ruCodeReviewer 0.018 / 0.139 / 0.058 / 0.074 / 0.083
chrF BLEU judge@1 judge@5 judge@10
CodeCorrectness 0.54
EM

Информация о сабмите

Версия MERA
v1.0.0
Версия Torch
2.8.0
Версия кодовой базы
f86b2b9
Версия CUDA
12.8
Precision весов модели
bf16
Сид
1234
Батч
1
Версия transformers
4.56.2
Количество GPU и их тип
8 x NVIDIA A100-SXM4-80GB
Архитектура
local-chat-completions

Команда:

MERA

Название ML-модели:

Qwen3-Coder-30B-A3B-Instruct

Размер модели

30.0B

Тип модели:

Открытая

SFT

MoE

Параметры инференса

Параметры генерации:
codecorrectness - until=[" \n \n"];do_sample=false;temperature=0; \ncodelintereval - do_sample=true;temperature=0.6;max_gen_toks=1024;until=[" \n \n"]; \njavatestgen - do_sample=true;max_gen_toks=4096;temperature=0.2;top_p=0.9;until=["<|endoftext|>","<|im_end|>"]; \nrealcode - do_sample=true;max_gen_toks=4096;temperature=0.7;repetition_penalty=1.05;top_p=0.8;until=["<|endoftext|>","<|im_end|>"]; \nrealcodejava - do_sample=true;max_gen_toks=4096;temperature=0.7;repetition_penalty=1.05;top_p=0.8;until=["<|endoftext|>","<|im_end|>"]; \nrucodeeval - do_sample=true;temperature=0.6;max_gen_toks=1024;until=[" \nclass"," \ndef"," \n#"," \nif"," \nprint"]; \nrucodereviewer - temperature=0;do_sample=false;max_gen_toks=1000;until=[" \n \n"]; \nruhumaneval - do_sample=true;temperature=0.6;max_gen_toks=1024;until=[" \nclass"," \ndef"," \n#"," \nif"," \nprint"]; \nstrucom - do_sample=false;max_gen_toks=512;until=[" \n \n"]; \nunittests - do_sample=false;max_gen_toks=1024;until=[" \n \n"]; \nyabloco_oracle - max_gen_toks=2048;do_sample=false;until=["<|endoftext|>","<|im_end|>"," \n \n \n","sclasss","sdefs","^defs","^classs","^ifs","@","^#"];

Размер контекста:
1048576

Описание темплейта:
{% macro render_extra_keys(json_dict, handled_keys) %}\n {%- if json_dict is mapping %}\n {%- for json_key in json_dict if json_key not in handled_keys %}\n {%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}\n {{- '\\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}\n {%- else %}\n {{-'\\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n{% endmacro %}\n\n{%- if messages[0][\"role\"] == \"system\" %}\n {%- set system_message = messages[0][\"content\"] %}\n {%- set loop_messages = messages[1:] %}\n{%- else %}\n {%- set loop_messages = messages %}\n{%- endif %}\n\n{%- if not tools is defined %}\n {%- set tools = [] %}\n{%- endif %}\n\n{%- if system_message is defined %}\n {{- \"<|im_start|>system\\n\" + system_message }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- \"<|im_start|>system\\nYou are Qwen, a helpful AI assistant that can interact with a computer to solve tasks.\" }}\n {%- endif %}\n{%- endif %}\n{%- if tools is iterable and tools | length > 0 %}\n {{- \"\\n\\n# Tools\\n\\nYou have access to the following functions:\\n\\n\" }}\n {{- \"<tools>\" }}\n {%- for tool in tools %}\n {%- if tool.function is defined %}\n {%- set tool = tool.function %}\n {%- endif %}\n {{- \"\\n<function>\\n<name>\" ~ tool.name ~ \"</name>\" }}\n {%- if tool.description is defined %}\n {{- '\\n<description>' ~ (tool.description | trim) ~ '</description>' }}\n {%- endif %}\n {{- '\\n<parameters>' }}\n {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}\n {%- for param_name, param_fields in tool.parameters.properties|items %}\n {{- '\\n<parameter>' }}\n {{- '\\n<name>' ~ param_name ~ '</name>' }}\n {%- if param_fields.type is defined %}\n {{- '\\n<type>' ~ (param_fields.type | string) ~ '</type>' }}\n {%- endif %}\n {%- if param_fields.description is defined %}\n {{- '\\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}\n {%- endif %}\n {%- set handled_keys = ['name', 'type', 'description'] %}\n {{- render_extra_keys(param_fields, handled_keys) }}\n {{- '\\n</parameter>' }}\n {%- endfor %}\n {%- endif %}\n {% set handled_keys = ['type', 'properties'] %}\n {{- render_extra_keys(tool.parameters, handled_keys) }}\n {{- '\\n</parameters>' }}\n {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}\n {{- render_extra_keys(tool, handled_keys) }}\n {{- '\\n</function>' }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n<tool_call>\\n<function=example_function_name>\\n<parameter=example_parameter_1>\\nvalue_1\\n</parameter>\\n<parameter=example_parameter_2>\\nThis is the value for the second parameter\\nthat can span\\nmultiple lines\\n</parameter>\\n</function>\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\\n- Required parameters MUST be specified\\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\\n</IMPORTANT>' }}\n{%- endif %}\n{%- if system_message is defined %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in loop_messages %}\n {%- if message.role == \"assistant\" and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content is defined and message.content is string and message.content | trim | length > 0 %}\n {{- '\\n' + message.content | trim + '\\n' }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"user\" or message.role == \"system\" or message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user\\n' }}\n {%- endif %}\n {{- '<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>\\n' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n