diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..52373fe24473b1aa44333d318f578ae6bf04b49b 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
*.zip filter=lfs diff=lfs merge=lfs -text
*.zst filter=lfs diff=lfs merge=lfs -text
*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c0519b799861da5635f5196304cd50cb81d1a3a9
--- /dev/null
+++ b/README.md
@@ -0,0 +1,64 @@
+---
+language:
+- en
+license: llama3
+tags:
+- Llama-3.1
+- instruct
+- finetune
+- reasoning
+- hybrid-mode
+- chatml
+- function calling
+- tool use
+- json mode
+- structured outputs
+- atropos
+- dataforge
+- long context
+- roleplaying
+- chat
+- mlx
+base_model: NousResearch/Hermes-4-405B
+library_name: mlx
+widget:
+- example_title: Hermes 4
+ messages:
+ - role: system
+ content: You are Hermes 4, a capable, neutrally-aligned assistant. Prefer concise,
+ correct answers.
+ - role: user
+ content: Explain the difference between BFS and DFS to a new CS student.
+pipeline_tag: text-generation
+model-index:
+- name: Hermes-4-Llama-3.1-405B
+ results: []
+---
+
+# mlx-community/Hermes-4-405B-4bit
+
+This model [mlx-community/Hermes-4-405B-4bit](https://huggingface.co/mlx-community/Hermes-4-405B-4bit) was
+converted to MLX format from [NousResearch/Hermes-4-405B](https://huggingface.co/NousResearch/Hermes-4-405B)
+using mlx-lm version **0.26.3**.
+
+## Use with mlx
+
+```bash
+pip install mlx-lm
+```
+
+```python
+from mlx_lm import load, generate
+
+model, tokenizer = load("mlx-community/Hermes-4-405B-4bit")
+
+prompt = "hello"
+
+if tokenizer.chat_template is not None:
+ messages = [{"role": "user", "content": prompt}]
+ prompt = tokenizer.apply_chat_template(
+ messages, add_generation_prompt=True
+ )
+
+response = generate(model, tokenizer, prompt=prompt, verbose=True)
+```
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..d894f3b5ebdfe9e094f56e79259fe779156ca47a
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,76 @@
+{%- set thinking_prompt = 'You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monologue inside tags, and then provide your solution or response to the problem.' %}
+{%- set standard_prompt = 'You are Hermes, created by Nous Research.' %}
+{%- if not thinking is defined %}{% set thinking = false %}{% endif %}
+{%- if not keep_cots is defined %}{% set keep_cots = false %}{% endif %}
+{%- if thinking %}{%- set system_prompt = thinking_prompt %}{%- else %}{%- set system_prompt = standard_prompt %}{%- endif %}
+{%- if tools %}
+ {{- bos_token + '<|start_header_id|>system<|end_header_id|>\n' }}
+ {%- if messages[0]['role'] == 'system' %}
+ {{- messages[0]['content'] }}
+ {%- else %}
+ {{- system_prompt }}
+ {%- endif %}
+ {{- "\n\n# Tools\n\nYou are a function calling AI model. You may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": \"\", \"arguments\": }\n<|eot_id|>" }}
+{%- else %}
+ {%- if messages[0]['role'] == 'system' %}
+ {{- bos_token + '<|start_header_id|>system<|end_header_id|>\n\n' + messages[0]['content'] + '<|eot_id|>' }}
+ {%- else %}
+ {{- bos_token + '<|start_header_id|>system<|end_header_id|>\n\n' + system_prompt + '<|eot_id|>' }}
+ {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|start_header_id|>' + message.role + '<|end_header_id|>\n\n' + message.content + '<|eot_id|>' }}
+ {%- elif (message.role == "assistant" and not message.tool_calls) %}
+ {{- '<|start_header_id|>' + message.role + '<|end_header_id|>\n' }}
+ {%- if message.content %}
+ {%- set content = message['content'] -%}
+ {%- if thinking %}
+ {%- if not keep_cots %}
+ {%- set content = ' ' + content.split('', 1)[1] -%}
+ {%- endif %}
+ {%- endif %}
+ {{- '\n' + content + '<|eot_id|>' }}
+ {%- endif %}
+ {%- elif message.role == "assistant" %}
+ {{- '<|start_header_id|>' + message.role + '<|end_header_id|>\n' }}
+ {%- if message.content %}
+ {%- set content = message['content'] -%}
+ {%- if thinking %}
+ {%- if not keep_cots %}
+ {%- set content = ' ' + content.split('', 1)[1] -%}
+ {%- endif %}
+ {%- endif %}
+ {{- '\n' + content }}
+ {%- endif %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if tool_call.function is defined %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {{- tool_call.arguments | tojson }}
+ {{- '}\n' }}
+ {%- endfor %}
+ {{- '<|eot_id|>' }}
+ {%- elif message.role == "tool" %}
+ {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|start_header_id|>user<|end_header_id|>\n' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- message.content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|eot_id|>' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f26963b8f52a45b105e2841da9a39fd242b2fa2
--- /dev/null
+++ b/config.json
@@ -0,0 +1,43 @@
+{
+ "architectures": [
+ "LlamaForCausalLM"
+ ],
+ "attention_bias": false,
+ "attention_dropout": 0.0,
+ "bos_token_id": 128000,
+ "eos_token_id": 128001,
+ "head_dim": 128,
+ "hidden_act": "silu",
+ "hidden_size": 16384,
+ "initializer_range": 0.02,
+ "intermediate_size": 53248,
+ "max_position_embeddings": 131072,
+ "mlp_bias": false,
+ "model_type": "llama",
+ "num_attention_heads": 128,
+ "num_hidden_layers": 126,
+ "num_key_value_heads": 8,
+ "pretraining_tp": 1,
+ "quantization": {
+ "group_size": 64,
+ "bits": 4
+ },
+ "quantization_config": {
+ "group_size": 64,
+ "bits": 4
+ },
+ "rms_norm_eps": 1e-05,
+ "rope_scaling": {
+ "factor": 8.0,
+ "high_freq_factor": 4.0,
+ "low_freq_factor": 1.0,
+ "original_max_position_embeddings": 8192,
+ "rope_type": "llama3"
+ },
+ "rope_theta": 500000.0,
+ "tie_word_embeddings": false,
+ "torch_dtype": "bfloat16",
+ "transformers_version": "4.52.4",
+ "use_cache": true,
+ "vocab_size": 128256
+}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..27a9e4c5a8b7c8e0394f0e31149ae19d4822dcd3
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,9 @@
+{
+ "_from_model_config": true,
+ "bos_token_id": 128000,
+ "do_sample": true,
+ "eos_token_id": 128001,
+ "temperature": 0.6,
+ "top_p": 0.9,
+ "transformers_version": "4.52.4"
+}
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