EschaLabs/Qwen3.6-35B-A3B-Escha-W2
hf EschaLabs/Qwen3.6-35B-A3B-Escha-W2 2 sources, 3 claims · Watch
What each source says
| Property | Source | Said | Means here | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Author author not compared | GGUF quantisations | peasantsmithreceipt
What the source handed over{
"_id": "6a92be6804af52c5237d1bd7",
"author": "peasantsmith",
"cardData": {
"base_model": [
"EschaLabs/Qwen3.6-35B-A3B-Escha-W2"
],
"tags": [
"Moe",
"qwen",
"35b"
]
},
"createdAt": "2026-08-29T11:11:36.000Z",
"downloads": 723,
"gated": false,
"id": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"lastModified": "2026-08-29T23:57:07.000Z",
"likes": 1,
"modelId": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"private": false,
"sha": "6d49bee8ab5f41320a1c236e9a1d50cf4d741bb8",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "README.md"
},
{
"rfilename": "escha-w2-IQ2_XXS.gguf"
},
{
"rfilename": "escha-w2-IQ3_XXS.gguf"
},
{
"rfilename": "escha-w2-Q3_K_M.gguf"
},
{
"rfilename": "escha-w2-Q4_K_M.gguf"
}
],
"tags": [
"gguf",
"Moe",
"qwen",
"35b",
"base_model:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"base_model:quantized:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"endpoints_compatible",
"region:us",
"imatrix",
"conversational"
]
} | — | ||||||
| Author author not compared | Hugging Face models | EschaLabsreceipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — | ||||||
| Base base | GGUF quantisations | EschaLabs/Qwen3.6-35B-A3B-Escha-W2receipt
What the source handed over{
"_id": "6a92be6804af52c5237d1bd7",
"author": "peasantsmith",
"cardData": {
"base_model": [
"EschaLabs/Qwen3.6-35B-A3B-Escha-W2"
],
"tags": [
"Moe",
"qwen",
"35b"
]
},
"createdAt": "2026-08-29T11:11:36.000Z",
"downloads": 723,
"gated": false,
"id": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"lastModified": "2026-08-29T23:57:07.000Z",
"likes": 1,
"modelId": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"private": false,
"sha": "6d49bee8ab5f41320a1c236e9a1d50cf4d741bb8",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "README.md"
},
{
"rfilename": "escha-w2-IQ2_XXS.gguf"
},
{
"rfilename": "escha-w2-IQ3_XXS.gguf"
},
{
"rfilename": "escha-w2-Q3_K_M.gguf"
},
{
"rfilename": "escha-w2-Q4_K_M.gguf"
}
],
"tags": [
"gguf",
"Moe",
"qwen",
"35b",
"base_model:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"base_model:quantized:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"endpoints_compatible",
"region:us",
"imatrix",
"conversational"
]
} | — | ||||||
| Downloads downloads not compared | GGUF quantisations | 723receipt
What the source handed over{
"_id": "6a92be6804af52c5237d1bd7",
"author": "peasantsmith",
"cardData": {
"base_model": [
"EschaLabs/Qwen3.6-35B-A3B-Escha-W2"
],
"tags": [
"Moe",
"qwen",
"35b"
]
},
"createdAt": "2026-08-29T11:11:36.000Z",
"downloads": 723,
"gated": false,
"id": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"lastModified": "2026-08-29T23:57:07.000Z",
"likes": 1,
"modelId": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"private": false,
"sha": "6d49bee8ab5f41320a1c236e9a1d50cf4d741bb8",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "README.md"
},
{
"rfilename": "escha-w2-IQ2_XXS.gguf"
},
{
"rfilename": "escha-w2-IQ3_XXS.gguf"
},
{
"rfilename": "escha-w2-Q3_K_M.gguf"
},
{
"rfilename": "escha-w2-Q4_K_M.gguf"
}
],
"tags": [
"gguf",
"Moe",
"qwen",
"35b",
"base_model:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"base_model:quantized:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"endpoints_compatible",
"region:us",
"imatrix",
"conversational"
]
} | — | ||||||
| Downloads downloads not compared | Hugging Face models | 2211receipt
What the source handed over{
"_asked": "EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"_id": "6a6016f8676b8e59c556f150",
"author": "EschaLabs",
"cardData": {
"base_model": [
"Qwen/Qwen3.6-35B-A3B"
],
"base_model_relation": "quantized",
"language": [
"en"
],
"license": "apache-2.0",
"metrics": [
"accuracy",
"code_eval"
],
"model-index": [
{
"name": "Qwen3.6-35B-A3B-Escha-W2",
"results": [
{
"dataset": {
"name": "HumanEval+",
"type": "evalplus/humanevalplus"
},
"metrics": [
{
"name": "pass@1 (greedy",
"thinking-off)": null,
"type": "pass@1",
"value": 92.07,
"verified": false
}
],
"task": {
"name": "Code Generation",
"type": "text-generation"
}
},
{
"dataset": {
"name": "CRUXEval-O",
"type": "cruxeval"
},
"metrics": [
{
"name": "acc (n=800)",
"type": "accuracy",
"value": 61.75,
"verified": false
}
],
"task": {
"name": "Code Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"N=182 subset)": null,
"name": "LiveCodeBench v6 (release_v6",
"type": "livecodebench"
},
"metrics": [
{
"name": "pass@1 (subset — retention vs FP8)",
"type": "pass@1",
"value": 62.64,
"verified": false
}
],
"task": {
"name": "Code Generation",
"type": "text-generation"
}
},
{
"dataset": {
"name": "Commonsense-6 (avg)",
"type": "commonsense"
},
"metrics": [
{
"name": "avg acc (thinking-off)",
"type": "accuracy",
"value": 76.06,
"verified": false
}
],
"task": {
"name": "Commonsense Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"name": "MMLU-Pro",
"type": "TIGER-Lab/MMLU-Pro"
},
"metrics": [
{
"name": "acc (5-shot CoT",
"thinking-on)": null,
"type": "accuracy",
"value": 80.9,
"verified": false
}
],
"task": {
"name": "Knowledge & Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"name": "MATH-500",
"type": "math-500"
},
"metrics": [
{
"budget-capped)": null,
"name": "acc (thinking-on",
"type": "accuracy",
"value": 93.8,
"verified": false
}
],
"task": {
"name": "Math Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"name": "GPQA-Diamond",
"type": "gpqa"
},
"metrics": [
{
"name": "acc (thinking-on)",
"type": "accuracy",
"value": 77.8,
"verified": false
}
],
"task": {
"name": "Graduate-level Science",
"type": "text-generation"
}
}
]
}
],
"pipeline_tag": "text-generation",
"tags": [
"mixture-of-experts",
"moe",
"qwen3",
"2-bit",
"quantization",
"eschamoe",
"sglang",
"zml",
"mlx",
"apple-silicon",
"macos",
"metal",
"code",
"reasoning",
"conversational"
]
},
"config": {
"architectures": [
"Qwen3_5MoeForConditionalGeneration"
],
"chat_template_jinja": "{%- set template_version = \"qwen3.6-froggeric-v21.3\" %}\n{%- set _tool_format = tool_call_format if tool_call_format is defined else 'xml' %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- set add_vision_id = add_vision_id if add_vision_id is defined else false %}\n{%- set enable_thinking = enable_thinking if enable_thinking is defined else true %}\n{%- set auto_disable_thinking_with_tools = auto_disable_thinking_with_tools if auto_disable_thinking_with_tools is defined else false %}\n{%- set _preserve_thinking = preserve_thinking if preserve_thinking is defined else true %}\n{%- set max_tool_arg_chars = max_tool_arg_chars if max_tool_arg_chars is defined else 0 %}\n{%- set max_tool_response_chars = max_tool_response_chars if max_tool_response_chars is defined else 0 %}\n{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}\n{%- set ns_state = namespace(thinking=enable_thinking) %}\n{%- if auto_disable_thinking_with_tools and _has_tools %}\n {%- set ns_state.thinking = false %}\n{%- endif %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if item is mapping %}\n {%- if item.type == 'image' or 'image' in item or 'image_url' in item %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif item.type == 'video' or 'video' in item %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- else %}\n {{- item | string }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- set _first_role = messages[0].role %}\n{%- if _first_role == 'system' or _first_role == 'developer' %}\n {%- set _sys_msg = messages[0] %}\n {%- set _msgs = messages[1:] %}\n{%- else %}\n {%- set _sys_msg = none %}\n {%- set _msgs = messages %}\n{%- endif %}\n{%- set _sc = '' %}\n{%- if _sys_msg is not none %}\n {%- set _sc = render_content(_sys_msg.content, false, true) | trim %}\n {%- if '<|think_off|>' in _sc %}\n {%- set ns_state.thinking = false %}\n {%- set _sc = _sc.split('<|think_off|>') | join('') | trim %}\n {%- elif '<|think_on|>' in _sc %}\n {%- set ns_state.thinking = true %}\n {%- set _sc = _sc.split('<|think_on|>') | join('') | trim %}\n {%- endif %}\n{%- endif %}\n{%- if _has_tools %}\n {{- '<|im_start|>system\\n' }}\n {{- '# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>' }}\n {%- for tool in tools %}\n {{- '\\n' }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- '\\n</tools>' }}\n {%- set tool_instructions %}\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n{%- if _tool_format == 'json' %}\n<think>\nBrief explanation of tool call\n</think>\n<tool_call>\n{\"name\": \"example_function_name\", \"arguments\": {\"example_parameter_1\": \"value_1\", \"example_parameter_2\": \"This is the value for the second parameter\"}}\n</tool_call>\n{%- else %}\n<think>\nBrief explanation of tool call\n</think>\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{%- endif %}\n\n<IMPORTANT>\nReminder:\n- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n{%- if _tool_format == 'json' %}\n- Function calls MUST follow the specified format: a single JSON object with \"name\" and \"arguments\" keys inside <tool_call></tool_call> XML tags.\n{%- else %}\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\n{%- endif %}\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY after thinking, with NO conversational text before it.\n{%- if _tool_format == 'json' %}\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\n{%- else %}\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n{%- endif %}\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>\n {%- endset %}\n {{- '\\n\\n' ~ tool_instructions | trim }}\n {%- if _sc %}\n {{- '\\n\\n' + _sc }}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if _sc %}\n {{- '<|im_start|>system\\n' + _sc + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set _last_idx = _msgs | length - 1 %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=_last_idx) %}\n{%- for message in _msgs[::-1] %}\n {%- set index = (_msgs | length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == 'user' %}\n {%- set _rc = render_content(message.content, false) | trim %}\n {%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {%- if _last_idx > 50 %}\n {%- set ns.last_query_index = _last_idx %}\n {%- else %}\n {%- set ns.last_query_index = 0 %}\n {%- endif %}\n{%- endif %}\n{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}\n{%- for message in _msgs %}\n {%- set is_system = (message.role == \"system\" or message.role == \"developer\") %}\n {%- set content = render_content(message.content, true, is_system) | trim %}\n {%- if is_system or message.role == 'user' %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_state.thinking = false %}\n {%- set content = content.split('<|think_off|>') | join('') | trim %}\n {%- elif '<|think_on|>' in content %}\n {%- set ns_state.thinking = true %}\n {%- set content = content.split('<|think_on|>') | join('') | trim %}\n {%- endif %}\n {%- endif %}\n {%- if is_system %}\n {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n {%- elif message.role == 'user' %}\n {%- set ns2.consecutive_failures = 0 %}\n {{- '<|im_start|>user\\n' + content + '<|im_end|>\\n' }}\n {%- elif message.role == 'assistant' %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- set reasoning_content = message.reasoning_content | string %}\n {%- endif %}\n {%- elif message.thinking is defined and message.thinking is not none %}\n {%- if message.thinking is string %}\n {%- set reasoning_content = message.thinking %}\n {%- else %}\n {%- set reasoning_content = message.thinking | string %}\n {%- endif %}\n {%- else %}\n {%- set _think_end = '' %}\n {%- if content.startswith('</think>') %}\n {%- set _think_end = '</think>' %}\n {%- elif content.startswith('</thinking>') %}\n {%- set _think_end = '</thinking>' %}\n {%- elif '\\n</think>' in content %}\n {%- set _think_end = '\\n</think>' %}\n {%- elif '\\n</thinking>' in content %}\n {%- set _think_end = '\\n</thinking>' %}\n {%- elif '\\n</ think>' in content %}\n {%- set _think_end = '\\n</ think>' %}\n {%- elif '\\n</think >' in content %}\n {%- set _think_end = '\\n</think >' %}\n {%- endif %}\n {%- if _think_end %}\n {%- if 'thinking' in _think_end %}\n {%- set _think_start = '<thinking>' %}\n {%- else %}\n {%- set _think_start = '<think>' %}\n {%- endif %}\n {%- set reasoning_content = content.split(_think_end)[0].rstrip('\\n') %}\n {%- if _think_start in reasoning_content %}\n {%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- set content = content.split(_think_end)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content | trim %}\n {%- if (_preserve_thinking or loop.index0 > ns.last_query_index) and reasoning_content %}\n {{- '<|im_start|>assistant\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>assistant\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined and tool_call.function is not none %}\n {%- set tc = tool_call.function %}\n {%- else %}\n {%- set tc = tool_call %}\n {%- endif %}\n {%- if _tool_format == 'json' %}\n {%- if not loop.first or content | trim %}\n {{- '\\n\\n' }}\n {%- endif %}\n {%- set _args = '{}' %}\n {%- if tc.arguments is defined and tc.arguments is not none %}\n {%- if tc.arguments is mapping %}\n {%- set _args = tc.arguments | tojson %}\n {%- elif tc.arguments is string and tc.arguments %}\n {%- set _args = tc.arguments %}\n {%- endif %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": ' }}{{- tc.name | tojson }}{{- ', \"arguments\": ' }}{{- _args }}{{- '}\\n</tool_call>' }}\n {%- else %}\n {%- if loop.first %}\n {%- if content | trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tc.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tc.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n\\n<tool_call>\\n<function=' + tc.name + '>\\n' }}\n {%- endif %}\n {%- if tc.arguments is defined and tc.arguments is not none %}\n {%- if tc.arguments is mapping %}\n {%- for args_name, args_value in tc.arguments.items() %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- if args_value is mapping or (args_value is sequence and args_value is not string) %}\n {%- set _av = args_value | tojson %}\n {%- else %}\n {%- set _av = args_value | string %}\n {%- endif %}\n {%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}\n {{- _av[:max_tool_arg_chars] + '\\n[TRUNCATED — original length ' ~ (_av | length | string) ~ ' chars]' }}\n {%- else %}\n {{- _av }}\n {%- endif %}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- elif tc.arguments is string and tc.arguments %}\n {{- tc.arguments }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == 'tool' %}\n {%- set _content_lower = content | lower %}\n {%- set _content_head = _content_lower[:80] %}\n {%- if content | length < 500 and '$ ' not in content and 'took ' not in _content_lower and ('\"error\":' in _content_head or 'error:' in _content_head or 'err!' in _content_head or 'fatal:' in _content_head or 'exception:' in _content_head or 'traceback' in _content_head or 'command not found' in _content_head or 'invalid syntax' in _content_head or 'failed to' in _content_head) %}\n {%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}\n {%- else %}\n {%- set ns2.consecutive_failures = 0 %}\n {%- endif %}\n {%- if ns2.prev_role != 'tool' %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {%- if max_tool_response_chars > 0 and content | length > max_tool_response_chars %}\n {%- set content = content[:max_tool_response_chars] + '\\n[TRUNCATED — original length ' ~ (content | length | string) ~ ' chars]' %}\n {%- endif %}\n {{- '\\n<tool_response>\\n' + content }}\n {%- if ns2.consecutive_failures >= 2 %}\n {{- '\\n\\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST use a fundamentally different approach or corrected arguments.' }}\n {%- elif ns2.consecutive_failures == 1 %}\n {{- '\\n\\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}\n {%- endif %}\n {{- '\\n</tool_response>' }}\n {%- if loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- else %}\n {%- set _next_role = _msgs[loop.index0 + 1].role %}\n {%- if _next_role != 'tool' %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>user\\n[' + message.role + ']: ' + content + '<|im_end|>\\n' }}\n {%- endif %}\n {%- set ns2.prev_role = message.role %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if not ns_state.thinking %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- elif ns2.consecutive_failures >= 2 %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"model_type": "qwen3_5_moe",
"quantization_config": {
"ignore": [
"A_log",
"conv1d",
"dt_bias",
"embed_tokens",
"in_proj_a",
"in_proj_b",
"input_layernorm",
"k_norm",
"lm_head",
"mlp.gate",
"norm",
"post_attention_layernorm",
"q_norm",
"shared_expert_gate",
"visual"
],
"quant_method": "eschamoe"
},
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set template_version = \"qwen3.6-froggeric-v21.3\" %}\n{%- set _tool_format = tool_call_format if tool_call_format is defined else 'xml' %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- set add_vision_id = add_vision_id if add_vision_id is defined else false %}\n{%- set enable_thinking = enable_thinking if enable_thinking is defined else true %}\n{%- set auto_disable_thinking_with_tools = auto_disable_thinking_with_tools if auto_disable_thinking_with_tools is defined else false %}\n{%- set _preserve_thinking = preserve_thinking if preserve_thinking is defined else true %}\n{%- set max_tool_arg_chars = max_tool_arg_chars if max_tool_arg_chars is defined else 0 %}\n{%- set max_tool_response_chars = max_tool_response_chars if max_tool_response_chars is defined else 0 %}\n{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}\n{%- set ns_state = namespace(thinking=enable_thinking) %}\n{%- if auto_disable_thinking_with_tools and _has_tools %}\n {%- set ns_state.thinking = false %}\n{%- endif %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if item is mapping %}\n {%- if item.type == 'image' or 'image' in item or 'image_url' in item %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif item.type == 'video' or 'video' in item %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- else %}\n {{- item | string }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- set _first_role = messages[0].role %}\n{%- if _first_role == 'system' or _first_role == 'developer' %}\n {%- set _sys_msg = messages[0] %}\n {%- set _msgs = messages[1:] %}\n{%- else %}\n {%- set _sys_msg = none %}\n {%- set _msgs = messages %}\n{%- endif %}\n{%- set _sc = '' %}\n{%- if _sys_msg is not none %}\n {%- set _sc = render_content(_sys_msg.content, false, true) | trim %}\n {%- if '<|think_off|>' in _sc %}\n {%- set ns_state.thinking = false %}\n {%- set _sc = _sc.split('<|think_off|>') | join('') | trim %}\n {%- elif '<|think_on|>' in _sc %}\n {%- set ns_state.thinking = true %}\n {%- set _sc = _sc.split('<|think_on|>') | join('') | trim %}\n {%- endif %}\n{%- endif %}\n{%- if _has_tools %}\n {{- '<|im_start|>system\\n' }}\n {{- '# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>' }}\n {%- for tool in tools %}\n {{- '\\n' }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- '\\n</tools>' }}\n {%- set tool_instructions %}\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n{%- if _tool_format == 'json' %}\n<think>\nBrief explanation of tool call\n</think>\n<tool_call>\n{\"name\": \"example_function_name\", \"arguments\": {\"example_parameter_1\": \"value_1\", \"example_parameter_2\": \"This is the value for the second parameter\"}}\n</tool_call>\n{%- else %}\n<think>\nBrief explanation of tool call\n</think>\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{%- endif %}\n\n<IMPORTANT>\nReminder:\n- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n{%- if _tool_format == 'json' %}\n- Function calls MUST follow the specified format: a single JSON object with \"name\" and \"arguments\" keys inside <tool_call></tool_call> XML tags.\n{%- else %}\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\n{%- endif %}\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY after thinking, with NO conversational text before it.\n{%- if _tool_format == 'json' %}\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\n{%- else %}\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n{%- endif %}\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>\n {%- endset %}\n {{- '\\n\\n' ~ tool_instructions | trim }}\n {%- if _sc %}\n {{- '\\n\\n' + _sc }}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if _sc %}\n {{- '<|im_start|>system\\n' + _sc + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set _last_idx = _msgs | length - 1 %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=_last_idx) %}\n{%- for message in _msgs[::-1] %}\n {%- set index = (_msgs | length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == 'user' %}\n {%- set _rc = render_content(message.content, false) | trim %}\n {%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {%- if _last_idx > 50 %}\n {%- set ns.last_query_index = _last_idx %}\n {%- else %}\n {%- set ns.last_query_index = 0 %}\n {%- endif %}\n{%- endif %}\n{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}\n{%- for message in _msgs %}\n {%- set is_system = (message.role == \"system\" or message.role == \"developer\") %}\n {%- set content = render_content(message.content, true, is_system) | trim %}\n {%- if is_system or message.role == 'user' %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_state.thinking = false %}\n {%- set content = content.split('<|think_off|>') | join('') | trim %}\n {%- elif '<|think_on|>' in content %}\n {%- set ns_state.thinking = true %}\n {%- set content = content.split('<|think_on|>') | join('') | trim %}\n {%- endif %}\n {%- endif %}\n {%- if is_system %}\n {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n {%- elif message.role == 'user' %}\n {%- set ns2.consecutive_failures = 0 %}\n {{- '<|im_start|>user\\n' + content + '<|im_end|>\\n' }}\n {%- elif message.role == 'assistant' %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- set reasoning_content = message.reasoning_content | string %}\n {%- endif %}\n {%- elif message.thinking is defined and message.thinking is not none %}\n {%- if message.thinking is string %}\n {%- set reasoning_content = message.thinking %}\n {%- else %}\n {%- set reasoning_content = message.thinking | string %}\n {%- endif %}\n {%- else %}\n {%- set _think_end = '' %}\n {%- if content.startswith('</think>') %}\n {%- set _think_end = '</think>' %}\n {%- elif content.startswith('</thinking>') %}\n {%- set _think_end = '</thinking>' %}\n {%- elif '\\n</think>' in content %}\n {%- set _think_end = '\\n</think>' %}\n {%- elif '\\n</thinking>' in content %}\n {%- set _think_end = '\\n</thinking>' %}\n {%- elif '\\n</ think>' in content %}\n {%- set _think_end = '\\n</ think>' %}\n {%- elif '\\n</think >' in content %}\n {%- set _think_end = '\\n</think >' %}\n {%- endif %}\n {%- if _think_end %}\n {%- if 'thinking' in _think_end %}\n {%- set _think_start = '<thinking>' %}\n {%- else %}\n {%- set _think_start = '<think>' %}\n {%- endif %}\n {%- set reasoning_content = content.split(_think_end)[0].rstrip('\\n') %}\n {%- if _think_start in reasoning_content %}\n {%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- set content = content.split(_think_end)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content | trim %}\n {%- if (_preserve_thinking or loop.index0 > ns.last_query_index) and reasoning_content %}\n {{- '<|im_start|>assistant\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>assistant\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined and tool_call.function is not none %}\n {%- set tc = tool_call.function %}\n {%- else %}\n {%- set tc = tool_call %}\n {%- endif %}\n {%- if _tool_format == 'json' %}\n {%- if not loop.first or content | trim %}\n {{- '\\n\\n' }}\n {%- endif %}\n {%- set _args = '{}' %}\n {%- if tc.arguments is defined and tc.arguments is not none %}\n {%- if tc.arguments is mapping %}\n {%- set _args = tc.arguments | tojson %}\n {%- elif tc.arguments is string and tc.arguments %}\n {%- set _args = tc.arguments %}\n {%- endif %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": ' }}{{- tc.name | tojson }}{{- ', \"arguments\": ' }}{{- _args }}{{- '}\\n</tool_call>' }}\n {%- else %}\n {%- if loop.first %}\n {%- if content | trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tc.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tc.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n\\n<tool_call>\\n<function=' + tc.name + '>\\n' }}\n {%- endif %}\n {%- if tc.arguments is defined and tc.arguments is not none %}\n {%- if tc.arguments is mapping %}\n {%- for args_name, args_value in tc.arguments.items() %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- if args_value is mapping or (args_value is sequence and args_value is not string) %}\n {%- set _av = args_value | tojson %}\n {%- else %}\n {%- set _av = args_value | string %}\n {%- endif %}\n {%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}\n {{- _av[:max_tool_arg_chars] + '\\n[TRUNCATED — original length ' ~ (_av | length | string) ~ ' chars]' }}\n {%- else %}\n {{- _av }}\n {%- endif %}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- elif tc.arguments is string and tc.arguments %}\n {{- tc.arguments }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == 'tool' %}\n {%- set _content_lower = content | lower %}\n {%- set _content_head = _content_lower[:80] %}\n {%- if content | length < 500 and '$ ' not in content and 'took ' not in _content_lower and ('\"error\":' in _content_head or 'error:' in _content_head or 'err!' in _content_head or 'fatal:' in _content_head or 'exception:' in _content_head or 'traceback' in _content_head or 'command not found' in _content_head or 'invalid syntax' in _content_head or 'failed to' in _content_head) %}\n {%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}\n {%- else %}\n {%- set ns2.consecutive_failures = 0 %}\n {%- endif %}\n {%- if ns2.prev_role != 'tool' %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {%- if max_tool_response_chars > 0 and content | length > max_tool_response_chars %}\n {%- set content = content[:max_tool_response_chars] + '\\n[TRUNCATED — original length ' ~ (content | length | string) ~ ' chars]' %}\n {%- endif %}\n {{- '\\n<tool_response>\\n' + content }}\n {%- if ns2.consecutive_failures >= 2 %}\n {{- '\\n\\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST use a fundamentally different approach or corrected arguments.' }}\n {%- elif ns2.consecutive_failures == 1 %}\n {{- '\\n\\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}\n {%- endif %}\n {{- '\\n</tool_response>' }}\n {%- if loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- else %}\n {%- set _next_role = _msgs[loop.index0 + 1].role %}\n {%- if _next_role != 'tool' %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>user\\n[' + message.role + ']: ' + content + '<|im_end|>\\n' }}\n {%- endif %}\n {%- set ns2.prev_role = message.role %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if not ns_state.thinking %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- elif ns2.consecutive_failures >= 2 %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-22T01:03:52.000Z",
"disabled": false,
"downloads": 2211,
"gated": false,
"id": "EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"lastModified": "2026-08-09T13:51:50.000Z",
"library_name": "mlx",
"likes": 257,
"model-index": [
{
"name": "Qwen3.6-35B-A3B-Escha-W2",
"results": [
{
"dataset": {
"name": "HumanEval+",
"type": "evalplus/humanevalplus"
},
"metrics": [
{
"name": "pass@1 (greedy",
"thinking-off)": null,
"type": "pass@1",
"value": 92.07,
"verified": false
}
],
"task": {
"name": "Code Generation",
"type": "text-generation"
}
},
{
"dataset": {
"name": "CRUXEval-O",
"type": "cruxeval"
},
"metrics": [
{
"name": "acc (n=800)",
"type": "accuracy",
"value": 61.75,
"verified": false
}
],
"task": {
"name": "Code Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"N=182 subset)": null,
"name": "LiveCodeBench v6 (release_v6",
"type": "livecodebench"
},
"metrics": [
{
"name": "pass@1 (subset — retention vs FP8)",
"type": "pass@1",
"value": 62.64,
"verified": false
}
],
"task": {
"name": "Code Generation",
"type": "text-generation"
}
},
{
"dataset": {
"name": "Commonsense-6 (avg)",
"type": "commonsense"
},
"metrics": [
{
"name": "avg acc (thinking-off)",
"type": "accuracy",
"value": 76.06,
"verified": false
}
],
"task": {
"name": "Commonsense Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"name": "MMLU-Pro",
"type": "TIGER-Lab/MMLU-Pro"
},
"metrics": [
{
"name": "acc (5-shot CoT",
"thinking-on)": null,
"type": "accuracy",
"value": 80.9,
"verified": false
}
],
"task": {
"name": "Knowledge & Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"name": "MATH-500",
"type": "math-500"
},
"metrics": [
{
"budget-capped)": null,
"name": "acc (thinking-on",
"type": "accuracy",
"value": 93.8,
"verified": false
}
],
"task": {
"name": "Math Reasoning",
"type": "text-generation"
}
},
{
"dataset": {
"name": "GPQA-Diamond",
"type": "gpqa"
},
"metrics": [
{
"name": "acc (thinking-on)",
"type": "accuracy",
"value": 77.8,
"verified": false
}
],
"task": {
"name": "Graduate-level Science",
"type": "text-generation"
}
}
]
}
],
"modelId": "EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"pipeline_tag": "text-generation",
"private": false,
"safetensors": {
"parameters": {
"F16": 123151488,
"F32": 57671680,
"I16": 4697620480,
"I32": 720,
"I8": 2422210560
},
"total": 7300654928
},
"sha": "6072a54913552616b64599c30f5e8a3c8fecad9c",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "LICENSE"
},
{
"rfilename": "README.md"
},
{
"rfilename": "THIRD_PARTY_LICENSES/Qwen-LICENSE.txt"
},
{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "kld_corpus_v1.json"
},
{
"rfilename": "kld_corpus_v1.pt"
},
{
"rfilename": "merges.txt"
},
{
"rfilename": "model-00001-of-00003.safetensors"
},
{
"rfilename": "model-00002-of-00003.safetensors"
},
{
"rfilename": "model-00003-of-00003.safetensors"
},
{
"rfilename": "model.safetensors.index.json"
},
{
"rfilename": "opencode.json"
},
{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "quantize_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"embedl/hfviewer",
"tardellirs/model-pulse"
],
"tags": [
"mlx",
"safetensors",
"qwen3_5_moe",
"mixture-of-experts",
"moe",
"qwen3",
"2-bit",
"quantization",
"eschamoe",
"sglang",
"zml",
"apple-silicon",
"macos",
"metal",
"code",
"reasoning",
"conversational",
"text-generation",
"en",
"base_model:Qwen/Qwen3.6-35B-A3B",
"base_model:quantized:Qwen/Qwen3.6-35B-A3B",
"license:apache-2.0",
"model-index",
"region:us"
],
"usedStorage": 12311859361,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | — | ||||||
| Downloads downloads not compared | 2373receipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — | |||||||
| Gated gated | Hugging Face models | falsereceipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — | ||||||
| Licence licence | Hugging Face models | apache-2.0receipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — | ||||||
| Likes likes not compared | GGUF quantisations | 1receipt
What the source handed over{
"_id": "6a92be6804af52c5237d1bd7",
"author": "peasantsmith",
"cardData": {
"base_model": [
"EschaLabs/Qwen3.6-35B-A3B-Escha-W2"
],
"tags": [
"Moe",
"qwen",
"35b"
]
},
"createdAt": "2026-08-29T11:11:36.000Z",
"downloads": 723,
"gated": false,
"id": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"lastModified": "2026-08-29T23:57:07.000Z",
"likes": 1,
"modelId": "peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP",
"private": false,
"sha": "6d49bee8ab5f41320a1c236e9a1d50cf4d741bb8",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "README.md"
},
{
"rfilename": "escha-w2-IQ2_XXS.gguf"
},
{
"rfilename": "escha-w2-IQ3_XXS.gguf"
},
{
"rfilename": "escha-w2-Q3_K_M.gguf"
},
{
"rfilename": "escha-w2-Q4_K_M.gguf"
}
],
"tags": [
"gguf",
"Moe",
"qwen",
"35b",
"base_model:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"base_model:quantized:EschaLabs/Qwen3.6-35B-A3B-Escha-W2",
"endpoints_compatible",
"region:us",
"imatrix",
"conversational"
]
} | — | ||||||
| Likes likes not compared | Hugging Face models | 257receipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — | ||||||
| Task task | Hugging Face models | text-generationreceipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — |
model
| EschaLabs/Qwen3.6-35B-A3B-Escha-W2 zetlyn/models-hf · 2026-07-22 | author EschaLabs downloads 2373 gated false licence apache-2.0 likes 257 task text-generation | source |
| EschaLabs/Qwen3.6-35B-A3B-Escha-W2 zetlyn/models-hf · 2026-07-22 | author EschaLabs downloads 2211 gated false licence apache-2.0 likes 257 task text-generation | source |
quantisation
| peasantsmith/Qwen3.6-35B-A3B-Escha-W2-GGUF-MTP zetlyn/models-gguf · 2026-08-29 | author peasantsmith base EschaLabs/Qwen3.6-35B-A3B-Escha-W2 downloads 723 likes 1 | source |