From 425fd6781d9e25bb375da133f7856341c53c54c4 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Fri, 29 May 2026 15:35:25 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
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Content-Transfer-Encoding: 8bit

Model: OrionLLM/GRM-1.5b
Source: Original Platform
---
 .eval_results/gpqa.yaml |      9 +
 .gitattributes          |     36 +
 README.md               |     41 +
 added_tokens.json       |     24 +
 all_results.json        |      8 +
 config.json             |     29 +
 configs.yaml            |     39 +
 generation_config.json  |     14 +
 merges.txt              | 151388 ++++++++++++++++++++++++
 model.safetensors       |      3 +
 special_tokens_map.json |     31 +
 tokenizer.json          |      3 +
 tokenizer_config.json   |    208 +
 train_results.json      |      8 +
 trainer_log.jsonl       |  32817 ++++++
 trainer_state.json      | 229754 +++++++++++++++++++++++++++++++++++++
 training_args.bin       |      3 +
 training_loss.png       |    Bin 0 -> 20719 bytes
 vocab.json              |      1 +
 19 files changed, 414416 insertions(+)
 create mode 100644 .eval_results/gpqa.yaml
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 added_tokens.json
 create mode 100644 all_results.json
 create mode 100644 config.json
 create mode 100644 configs.yaml
 create mode 100644 generation_config.json
 create mode 100644 merges.txt
 create mode 100644 model.safetensors
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json
 create mode 100644 train_results.json
 create mode 100644 trainer_log.jsonl
 create mode 100644 trainer_state.json
 create mode 100644 training_args.bin
 create mode 100644 training_loss.png
 create mode 100644 vocab.json

diff --git a/.eval_results/gpqa.yaml b/.eval_results/gpqa.yaml
new file mode 100644
index 0000000..9732739
--- /dev/null
+++ b/.eval_results/gpqa.yaml
@@ -0,0 +1,9 @@
+- dataset:
+    id: Idavidrein/gpqa
+    task_id: diamond
+  value: 29.5
+  date: '2026-04-06'
+  source:
+    url: https://huggingface.co/OrionLLM/GRM-1.5b
+    name: Model Card
+    user: DedeProGames
\ No newline at end of file
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..52373fe
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,36 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz 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 0000000..0915548
--- /dev/null
+++ b/README.md
@@ -0,0 +1,41 @@
+---
+base_model: Qwen/Qwen2.5-1.5B-Instruct
+library_name: transformers
+license: apache-2.0
+tags:
+- reasoning
+- math
+- code
+- general
+model-index:
+- name: GRM-1.5b
+  results: []
+pipeline_tag: text-generation
+new_version: OrionLLM/GRM2-3b
+---
+<p align="center">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/685ea8ff7b4139b6845ce395/YF0kEDYMGJhcM3Lbl2EOD.png" alt="logo" width="250">
+</p>
+
+**GRM-1.5b** is a **general-purpose reasoning-focused** 1.5B model fine-tuned to improve **multi-domain reasoning** (math, logic, coding, and broad problem-solving). It is designed to be a strong, lightweight “daily driver” for **general reasoning tasks** and as a solid base for **further fine-tuning**.
+
+---
+
+## Key features
+
+- **Dedicated reasoning behavior** for general tasks (stepwise problem solving, better consistency).
+- **Small & efficient (1.5B)** — practical for local inference and experimentation.
+- **Multi-domain mixture**: reasoning + code + math + (some) medical reasoning data.
+- **Fine-tune friendly**: intended as a good starting point for your own SFT/GRPO/DPO pipelines.
+
+---
+
+## Benchmarks
+
+| Model                                                                                                        | AIME24 | AIME25 |  AMC23 | MATH500 | HMMT O2/25 | LCB 06/24-01/25 | CodeElo | CodeForces | GPQA-D | JEEBench |
+| ------------------------------------------------------------------------------------------------------------ | ------ | ------ | ------ | ------- | ---------- | --------------- | ------- | ---------- | ------ | -------- |
+| **[GRM-1.5b](https://huggingface.co/OrionLLM/GRM-1.5b/)**                                                   |**52.0**|**41.7**|**87.0**|   86.4  | **27.3**   |  **39.4**       |  12.9   |  15.5      |  29.5  |  51.9    |
+| [DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B)           |  32.3  |  23.7  |  71.8  |   80.8  |   15.3     |    27.2         |  8.8    |  8.5       |  31.1  |  32.5    |
+| [Nemotron-Research-Reasoning-Qwen-1.5B](https://huggingface.co/nvidia/Nemotron-Research-Reasoning-Qwen-1.5B) |**47.7**|  32.0  |**87.5**|   86.0  |   21.7     |    31.4         |**54.7** |**40.3**    |  41.8  |  52.6    |
+| [Qwen3-1.7B](https://huggingface.co/Qwen/Qwen3-1.7B)                                                        |**52.0**|  35.3  |  83.8  | **87.2**|   23.3     |    27.7         |  20.7   |  20.0      |**49.3**|**60.7**  |
+| [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct)                                  |  3.0   |  0.7   |  30.8  |   50.2  |   0.0      |    5.5          |  0.8    |   2.2      |  24.7  |  16.4    |
\ No newline at end of file
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000..482ced4
--- /dev/null
+++ b/added_tokens.json
@@ -0,0 +1,24 @@
+{
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+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|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
+}
diff --git a/all_results.json b/all_results.json
new file mode 100644
index 0000000..55ed6cb
--- /dev/null
+++ b/all_results.json
@@ -0,0 +1,8 @@
+{
+    "epoch": 7.0,
+    "total_flos": 1.1955108328583987e+17,
+    "train_loss": 0.9723419804781719,
+    "train_runtime": 594145.3794,
+    "train_samples_per_second": 14.138,
+    "train_steps_per_second": 0.055
+}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..0e002a8
--- /dev/null
+++ b/config.json
@@ -0,0 +1,29 @@
+{
+  "_name_or_path": "Qwen/Qwen2.5-1.5B-Instruct",
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 1536,
+  "initializer_range": 0.02,
+  "intermediate_size": 8960,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 21,
+  "model_type": "qwen2",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 2,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.46.1",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/configs.yaml b/configs.yaml
new file mode 100644
index 0000000..5755901
--- /dev/null
+++ b/configs.yaml
@@ -0,0 +1,39 @@
+assistant_tag: gpt
+bf16: 'True'
+content_tag: value
+cutoff_len: '16384'
+dataloader_num_workers: '4'
+dataloader_persistent_workers: 'True'
+dataloader_pin_memory: 'True'
+dataset: mlfoundations-dev/openthoughts3
+dataset_dir: ONLINE
+ddp_timeout: '180000000'
+deepspeed: /opt/ml/code/zero3.json
+do_train: 'True'
+enable_liger_kernel: 'True'
+finetuning_type: full
+formatting: sharegpt
+global_batch_size: '256'
+gradient_accumulation_steps: '1'
+hub_model_id: mlfoundations-dev/openthoughts3_full_qwen25_1b
+learning_rate: '0.00016'
+logging_steps: '1'
+lr_scheduler_type: cosine
+messages: conversations
+model_name_or_path: Qwen/Qwen2.5-1.5B-Instruct
+num_train_epochs: '7.0'
+output_dir: /opt/ml/model
+overwrite_cache: 'True'
+per_device_train_batch_size: '4'
+plot_loss: 'True'
+preprocessing_num_workers: '16'
+push_to_db: 'True'
+push_to_hub: 'True'
+report_to: wandb
+role_tag: from
+run_name: openthoughts3_full_qwen25_1b
+save_strategy: epoch
+stage: sft
+template: qwen25
+user_tag: human
+warmup_ratio: '0.1'
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..16e88f7
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,14 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.1,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.46.1"
+}
diff --git a/merges.txt b/merges.txt
new file mode 100644
index 0000000..3134955
--- /dev/null
+++ b/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
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diff --git a/model.safetensors b/model.safetensors
new file mode 100644
index 0000000..31d975f
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59e69c9e0ff4dcf97b22d91d20464c77f416323118fe069cd2c430eadadad788
+size 3087467144
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000..17305b3
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..51ebb3b
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa
+size 11421896
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..b84f53a
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,208 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "151651": {
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+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
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+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n    {%- endif %}\n    {{- \"\\n\\n# Tools\\n\\nYou 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>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\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\" }}\n{%- else %}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n    {%- else %}\n        {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role }}\n        {%- if message.content %}\n            {{- '\\n' + message.content }}\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{\"name\": \"' }}\n            {{- tool_call.name }}\n            {{- '\", \"arguments\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- '}\\n</tool_call>' }}\n        {%- endfor %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/train_results.json b/train_results.json
new file mode 100644
index 0000000..55ed6cb
--- /dev/null
+++ b/train_results.json
@@ -0,0 +1,8 @@
+{
+    "epoch": 7.0,
+    "total_flos": 1.1955108328583987e+17,
+    "train_loss": 0.9723419804781719,
+    "train_runtime": 594145.3794,
+    "train_samples_per_second": 14.138,
+    "train_steps_per_second": 0.055
+}
\ No newline at end of file
diff --git a/trainer_log.jsonl b/trainer_log.jsonl
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--- /dev/null
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diff --git a/trainer_state.json b/trainer_state.json
new file mode 100644
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