Qwen3-Coder-30B-A3B-Instruct

MERA Created at 15.10.2025 15:19
0.301
The overall result

Ratings for leaderboard tasks

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Task name Result Metric
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

Information about the submission

Mera version
v1.0.0
Torch Version
2.8.0
The version of the codebase
f86b2b9
CUDA version
12.8
Precision of the model weights
bf16
Seed
1234
Batch
1
Transformers version
4.56.2
The number of GPUs and their type
8 x NVIDIA A100-SXM4-80GB
Architecture
local-chat-completions

Team:

MERA

Name of the ML model:

Qwen3-Coder-30B-A3B-Instruct

Model size

30.0B

Model type:

Opened

SFT

MoE

Inference parameters

Generation Parameters:
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","@","^#"];

The size of the context:
1048576

Description of the template:
{% 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