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+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
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diff --git a/NCCL_READY b/NCCL_READY
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diff --git a/README.md b/README.md
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index 0000000000000000000000000000000000000000..d931e8443654bd599e4ee5c452b7a57182e5d66b
--- /dev/null
+++ b/README.md
@@ -0,0 +1,68 @@
+---
+library_name: transformers
+tags:
+- prime-rl
+- verifiers
+- prime-intellect
+- reinforcement-learning
+- reasoning
+- agentic
+- mixture-of-experts
+license: mit
+language:
+- en
+base_model:
+- zai-org/GLM-4.5-Air-Base
+pipeline_tag: text-generation
+---
+
+# INTELLECT-3.1
+
+
+

+
+
+
+ INTELLECT-3.1: A 100B+ MoE trained with large-scale RL
+
+ Trained with prime-rl and verifiers
+
+ Environments released on Environments Hub
+
+ Read the Blog & Technical Report
+
+ X | Discord | Prime Intellect Platform
+
+
+## Introduction
+
+**INTELLECT-3.1** is a 106B (A12B) parameter Mixture-of-Experts reasoning model built as a continued training of [INTELLECT-3](https://huggingface.co/PrimeIntellect/INTELLECT-3) with additional reinforcement learning on math, coding, software engineering, and agentic tasks.
+
+Training was performed with [prime-rl](https://github.com/PrimeIntellect-ai/prime-rl) using environments built with the [verifiers](https://github.com/PrimeIntellect-ai/verifiers) library.
+All training and evaluation environments are available on the [Environments Hub](https://app.primeintellect.ai/dashboard/environments).
+
+The model, training frameworks, and environments are open-sourced under fully-permissive licenses (MIT and Apache 2.0).
+
+For more details, see the [technical report](https://storage.googleapis.com/intellect-3-paper/INTELLECT_3_Technical_Report.pdf).
+
+## Serving with vLLM
+
+The model can be served on 2x H200s:
+```bash
+vllm serve PrimeIntellect/INTELLECT-3.1 \
+ --tensor-parallel-size 2 \
+ --enable-auto-tool-choice \
+ --tool-call-parser qwen3_coder \
+ --reasoning-parser deepseek_r1
+```
+
+## Citation
+
+```bibtex
+@misc{intellect3.1,
+ title={INTELLECT-3.1: Technical Report},
+ author={Prime Intellect Team},
+ year={2025},
+ url={https://huggingface.co/PrimeIntellect/INTELLECT-3.1}
+}
+```
diff --git a/STABLE b/STABLE
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diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..33a118a8cb8f6511727b23c9b4201bbee2e94205
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,137 @@
+{% macro render_extra_keys(json_dict, handled_keys) %}
+ {%- if json_dict is mapping %}
+ {%- for json_key in json_dict if json_key not in handled_keys %}
+ {%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}
+ {{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '' ~ json_key ~ '>' }}
+ {%- else %}
+ {{-'\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '' ~ json_key ~ '>' }}
+ {%- endif %}
+ {%- endfor %}
+ {%- endif %}
+{% endmacro %}
+
+{%- if messages[0]["role"] == "system" %}
+ {%- set system_message = messages[0]["content"] %}
+ {%- set loop_messages = messages[1:] %}
+{%- else %}
+ {%- set loop_messages = messages %}
+{%- endif %}
+
+{%- if not tools is defined %}
+ {%- set tools = [] %}
+{%- endif %}
+
+{%- if system_message is defined %}
+ {{- "<|im_start|>system\n" + system_message }}
+{%- else %}
+ {%- if tools is iterable and tools | length > 0 %}
+ {{- "<|im_start|>system\nYou are INTELLECT-4, a helpful assistant developed by Prime Intellect, that can interact with a computer to solve tasks." }}
+ {%- endif %}
+{%- endif %}
+{%- if tools is iterable and tools | length > 0 %}
+ {{- "\n\n# Tools\n\nYou have access to the following functions:\n\n" }}
+ {{- "" }}
+ {%- for tool in tools %}
+ {%- if tool.function is defined %}
+ {%- set tool = tool.function %}
+ {%- endif %}
+ {{- "\n\n" ~ tool.name ~ "" }}
+ {%- if tool.description is defined %}
+ {{- '\n' ~ (tool.description | trim) ~ '' }}
+ {%- endif %}
+ {{- '\n' }}
+ {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
+ {%- for param_name, param_fields in tool.parameters.properties|items %}
+ {{- '\n' }}
+ {{- '\n' ~ param_name ~ '' }}
+ {%- if param_fields.type is defined %}
+ {{- '\n' ~ (param_fields.type | string) ~ '' }}
+ {%- endif %}
+ {%- if param_fields.description is defined %}
+ {{- '\n' ~ (param_fields.description | trim) ~ '' }}
+ {%- endif %}
+ {%- set handled_keys = ['name', 'type', 'description'] %}
+ {{- render_extra_keys(param_fields, handled_keys) }}
+ {{- '\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {% set handled_keys = ['type', 'properties'] %}
+ {{- render_extra_keys(tool.parameters, handled_keys) }}
+ {{- '\n' }}
+ {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
+ {{- render_extra_keys(tool, handled_keys) }}
+ {{- '\n' }}
+ {%- endfor %}
+ {{- "\n" }}
+ {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner block must be nested within 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' }}
+{%- endif %}
+{%- if system_message is defined %}
+ {{- '<|im_end|>\n' }}
+{%- else %}
+ {%- if tools is iterable and tools | length > 0 %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- for message in loop_messages %}
+ {%- if message.role == "assistant" and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}
+ {{- '<|im_start|>' + message.role }}
+ {%- if message.content is defined and message.content is string %}
+ {%- if message.reasoning_content is defined -%}
+ {%- if message.reasoning_content -%}
+ {{ '\n' + message.reasoning_content.strip() + '' }}
+ {%- else -%}
+ {{ '\n' }}
+ {%- endif -%}
+ {%- endif -%}
+ {{- '\n' + message.content | trim + '\n' }}
+ {%- endif %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if tool_call.function is defined %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n\n\n' }}
+ {%- if tool_call.arguments is defined %}
+ {%- for args_name, args_value in tool_call.arguments|items %}
+ {{- '\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 %}
+ {{- args_value }}
+ {{- '\n\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '\n' }}
+ {%- endfor %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "user" or message.role == "system" or message.role == "assistant" %}
+ {{- '<|im_start|>' + message.role }}
+ {%- if message.role == "assistant" and message.reasoning_content is defined %}
+ {%- if message.reasoning_content -%}
+ {{ '\n' + message.reasoning_content.strip() + '' }}
+ {%- else -%}
+ {{ '\n' }}
+ {%- endif -%}
+ {%- if message.content.strip() -%}
+ {{ '\n' + message.content.strip() }}
+ {%- endif -%}
+ {%- else %}
+ {{- '\n' + message.content }}
+ {%- endif %}
+ {{- '<|im_end|>' + '\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.previtem and loop.previtem.role != "tool" %}
+ {{- '<|im_start|>user\n' }}
+ {%- endif %}
+ {{- '\n' }}
+ {{- message.content }}
+ {{- '\n\n' }}
+ {%- if not loop.last and loop.nextitem.role != "tool" %}
+ {{- '<|im_end|>\n' }}
+ {%- elif loop.last %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+{%- endif %}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..73efa6fb2d1b181a592f20dbe459dccf094de8cc
--- /dev/null
+++ b/config.json
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+{
+ "architectures": [
+ "Glm4MoeForCausalLM"
+ ],
+ "attention_bias": true,
+ "attention_dropout": 0.0,
+ "auto_map": {
+ "AutoConfig": "configuration_glm4_moe.Glm4MoeConfig",
+ "AutoModel": "modeling_glm4_moe.Glm4MoeModel",
+ "AutoModelForCausalLM": "modeling_glm4_moe.Glm4MoeForCausalLM"
+ },
+ "dtype": "bfloat16",
+ "eos_token_id": [
+ 151334,
+ 151329
+ ],
+ "first_k_dense_replace": 1,
+ "head_dim": 128,
+ "hidden_act": "silu",
+ "hidden_size": 4096,
+ "initializer_range": 0.02,
+ "intermediate_size": 10944,
+ "max_position_embeddings": 131072,
+ "model_type": "glm4_moe",
+ "moe_intermediate_size": 1408,
+ "n_group": 1,
+ "n_routed_experts": 128,
+ "n_shared_experts": 1,
+ "norm_topk_prob": true,
+ "num_attention_heads": 96,
+ "num_experts_per_tok": 8,
+ "num_hidden_layers": 46,
+ "num_key_value_heads": 8,
+ "num_nextn_predict_layers": 1,
+ "pad_token_id": 151329,
+ "partial_rotary_factor": 0.5,
+ "rms_norm_eps": 1e-05,
+ "rope_scaling": null,
+ "rope_theta": 1000000,
+ "routed_scaling_factor": 1.0,
+ "tie_word_embeddings": false,
+ "topk_group": 1,
+ "transformers_version": "4.56.1",
+ "use_cache": false,
+ "use_grouped_mm": true,
+ "use_qk_norm": false,
+ "vocab_size": 151552
+}
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d55c441b6d30971afacbc576e9cc07874730e5c1
--- /dev/null
+++ b/generation_config.json
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+{
+ "_from_model_config": true,
+ "eos_token_id": [
+ 151334,
+ 151329
+ ],
+ "pad_token_id": 151329,
+ "transformers_version": "4.56.1",
+ "use_cache": false
+}
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