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@@ -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

README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: NousResearch/Hermes-4-Qwen3-14B-1-e3
+tags:
+- generated_from_trainer
+datasets:
+- Nous-Research-Core/greetings-longcot
+- NousResearch/Multiturn_thinking
+- NousResearch/h4_10710_subset
+- Nous-Research-Core/identity_v1
+- NousResearch/h4-nonreasoning-3k
+- NousResearch/h4-14b-30k-masked-2025-08-18
+- NousResearch/swe-subset-3k
+model-index:
+- name: home/hjcpuro/axolotl/models/h4-qwen3-14b-e3-overlong-masked-30k-2025-08-26-template-more-stage1
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
+<details><summary>See axolotl config</summary>
+
+axolotl version: `0.12.0.dev0`
+```yaml
+base_model: NousResearch/Hermes-4-Qwen3-14B-1-e3
+chat_template: jinja
+chat_template_jinja: /home/hjcpuro/h4-14b.jinja
+#dataset_processes: 60
+pad_to_sequence_len: true
+
+datasets:
+  - path: Nous-Research-Core/greetings-longcot
+    type: chat_template
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    roles:
+      tool: ['tool']
+      user: ["human"]
+      assistant: ["gpt"]
+      system: ["system"]
+  - path: NousResearch/Multiturn_thinking
+    type: chat_template
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    roles:
+      tool: ['tool']
+      user: ["human"]
+      assistant: ["gpt"]
+      system: ["system"]
+  - path: NousResearch/h4_10710_subset
+    type: chat_template
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    roles:
+      tool: ['tool']
+      user: ["human"]
+      assistant: ["gpt"]
+      system: ["system"]
+  - path: Nous-Research-Core/identity_v1
+    type: chat_template
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    roles:
+      tool: ['tool']
+      user: ["human"]
+      assistant: ["gpt"]
+      system: ["system"]
+  - path: NousResearch/h4-nonreasoning-3k
+    type: chat_template
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    roles:
+      tool: ['tool']
+      user: ["human"]
+      assistant: ["gpt"]
+      system: ["system"]
+  - path: NousResearch/h4-14b-30k-masked-2025-08-18
+    type: chat_template
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+    roles_to_train: []
+    train_on_eos: null
+    message_field_training: train
+    message_field_training_detail: train_detail
+  - path: NousResearch/swe-subset-3k
+    type: chat_template
+    chat_template: tokenizer_default
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+    roles_to_train: []
+    train_on_eos: turn
+    message_field_training: train
+    message_field_training_detail: train_detail
+
+dataset_prepared_path: /home/hjcpuro/axolotl/datasets/h4-qwen3-14b-e3-overlong-masked-30k-2025-08-26-template-more-stage1
+val_set_size: 0.0
+output_dir: /home/hjcpuro/axolotl/models/h4-qwen3-14b-e3-overlong-masked-30k-2025-08-26-template-more-stage1
+
+wandb_project: h4-overlong
+wandb_entity: nous_research
+wandb_name: h4-qwen-14b-e3-overlong-masked-30k-2025-08-26-template-more-stage1
+
+sequence_len: 32768
+sample_packing: true
+
+gradient_accumulation_steps: 1
+micro_batch_size: 4
+num_epochs: 1
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 5e-6
+
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16: false
+tf32: false
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+auto_resume_from_checkpoints: false
+warmup_steps: 80
+saves_per_epoch: 1
+save_total_limit: 1
+debug:
+deepspeed: /home/hjcpuro/data/data/code/swe-agent/axolotl/deepspeed_configs/zero3_bf16.json
+weight_decay: 0.0
+fsdp:
+fsdp_config:
+# special_tokens:
+#   eos_token: <|eot_id|>
+#   pad_token: <|end_of_text|>
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_glu_activation: true
+liger_fused_linear_cross_entropy: true
+
+
+```
+
+</details><br>
+
+# home/hjcpuro/axolotl/models/h4-qwen3-14b-e3-overlong-masked-30k-2025-08-26-template-more-stage1
+
+This model is a fine-tuned version of [NousResearch/Hermes-4-Qwen3-14B-1-e3](https://huggingface.co/NousResearch/Hermes-4-Qwen3-14B-1-e3) on the Nous-Research-Core/greetings-longcot, the NousResearch/Multiturn_thinking, the NousResearch/h4_10710_subset, the Nous-Research-Core/identity_v1, the NousResearch/h4-nonreasoning-3k, the NousResearch/h4-14b-30k-masked-2025-08-18 and the NousResearch/swe-subset-3k datasets.
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-06
+- train_batch_size: 4
+- eval_batch_size: 4
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- total_train_batch_size: 32
+- total_eval_batch_size: 32
+- optimizer: Use OptimizerNames.ADAMW_BNB with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_steps: 80
+- training_steps: 201
+
+### Training results
+
+
+
+### Framework versions
+
+- Transformers 4.54.0
+- Pytorch 2.7.1+cu128
+- Datasets 4.0.0
+- Tokenizers 0.21.2

added_tokens.json

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+{
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+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
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+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
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+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
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+  "<|fim_prefix|>": 151659,
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+  "<|im_end|>": 151645,
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+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

chat_template.jinja

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+{%- 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 <think> </think> 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 %}
+    {{- '<|im_start|>system\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 <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": \"<function-name>\", \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\n' + system_prompt + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {%- set content = message['content'] -%}
+            {%- if thinking %}
+                {%- if not keep_cots %}
+                    {%- set content = '<think> </think>' + content.split('</think>', 1)[1] -%}
+                {%- endif %}
+            {%- endif %}
+            {{- '\n' + content + '<|im_end|>' + '\n' }}
+        {%- endif %}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {%- set content = message['content'] -%}
+            {%- if thinking %}
+                {%- if not keep_cots %}
+                    {%- set content = '<think> </think>' + content.split('</think>', 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<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
+

config.json

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+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17408,
+  "layer_types": [
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+    "full_attention",
+    "full_attention",
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+    "full_attention",
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+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
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+    "full_attention",
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+    "full_attention",
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+    "full_attention",
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+    "full_attention",
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+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 40960,
+  "max_window_layers": 40,
+  "model_type": "qwen3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.54.0",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

generation_config.json

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+  "do_sample": true,
+  "eos_token_id": 151643,
+  "max_new_tokens": 2048,
+  "transformers_version": "4.54.0"
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+}