Publish independently converted and validated MiniCPM5-2B q4f16

.gitattributes

@@ -33,3 +33,10 @@ 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
+onnx/model_q4f16.onnx_data filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data_1 filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data_2 filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data_3 filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data_4 filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data_5 filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data_6 filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,202 @@
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README.md

@@ -0,0 +1,46 @@
+---
+license: apache-2.0
+library_name: transformers.js
+pipeline_tag: text-generation
+base_model: openbmb/MiniCPM5-2B
+tags:
+  - onnx
+  - webgpu
+  - int4
+---
+
+# MiniCPM5-2B ONNX for browser WebGPU
+
+Independently converted from the pinned official checkpoint. Try the [browser demo](https://huggingface.co/spaces/Mike0021/MiniCPM5-2B-WebGPU); its repository contains conversion scripts and validation evidence.
+
+## Our conversion
+
+The included `q4f16` model was converted directly from the official [OpenBMB MiniCPM5-2B BF16 checkpoint](https://huggingface.co/openbmb/MiniCPM5-2B/tree/abe115e887989b14f05e64a3b260648329324c3f), not from community-converted weights.
+
+- Source revision: `abe115e887989b14f05e64a3b260648329324c3f`.
+- Official weight SHA-256, verified before conversion: `14fb8e7f0a18d53d1f239773758bf581cee7e456a4523a54622c3a245b64402c`.
+- ONNX Runtime GenAI 0.15.2; symmetric int4, block size 32; FP16 activations and KV cache.
+- Fused QKV, GQA, RoPE, and normalization operations.
+- Last-position logits selected before the output projection.
+- Lossless splitting of the 510 MiB embedding allocation into four 127.5 MiB tensors.
+- Seven external-data shards; corrected tool-history serialization and Jinja compatibility.
+
+The [package manifest](manifest.json) contains file sizes and SHA-256 hashes. 
+
+## Validation
+
+Six prompts with prefill and cached decoding give 41 tested prediction positions. These are scoped conversion checks, not a broad quality evaluation.
+
+| Comparison | Top-token agreement | Mean KL divergence |
+|---|---:|---:|
+| FP16 ONNX vs FP16 PyTorch | 41/41 | 0.00000815 |
+| Int4 ONNX vs official BF16 PyTorch | 36/41 | 0.125916 |
+| Packaged int4 vs our original int4 export | 41/41; all logits bit-identical | 0 |
+| Browser WebGPU vs native packaged ONNX | 41/41 | 0.002517 |
+
+Local Chromium tests on an AMD Radeon 8060S covered streaming, stopping, thinking mode, XML tool-call generation, and one retrieval fixture at 3,888 prompt tokens. Inference also passed with the GPU device capped at a 128 MiB storage binding limit and 256 MiB buffer limit. This desktop allocation test does not emulate a phone's memory pressure or thermals.
+
+Warm local benchmark medians were about 35–42 decode tokens/s. At 1,890 prompt tokens, first-token latency improved about 9.5% against our own identical-weight control with all-position logits and unsplit embeddings. Timings depend on device, browser, prompt, and thermal state. See [raw validation summaries](https://huggingface.co/spaces/Mike0021/MiniCPM5-2B-WebGPU/tree/main/validation).
+
+Four-bit quantization has measurable quality loss. The base model also makes mistakes: one Chinese arithmetic prompt produced an incorrect answer in both the official BF16 model and the conversion. This Space is an inference demo, not an autonomous agent or a guarantee of accurate answers. Tool calls are XML; the demo does not execute them.
+

chat_template.jinja

@@ -0,0 +1,156 @@
+{{- bos_token }}{%- if tools %}
+    {%- set tool_definitions %}
+        {{- "# Tools\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+        {%- for tool in tools %}
+            {{- "\n" }}
+            {{- tool | tojson(ensure_ascii=False) }}
+        {%- endfor %}
+        {{- '\n</tools>\n\nTool usage guidelines:\n- You may call zero or more functions. If no function calls are needed, just answer normally and do not include any <function ... </function>.\n- When calling a function, return an XML object within <function ... </function> using:\n<function name="function-name"><param name="param-name">param-value</param></function>\n- param-value may be multi-line. If it contains <, & or newline characters, wrap it in a CDATA block: <param name="param-name"><![CDATA[...multi-line value...]]></param>' }}
+    {%- endset %}
+    
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {%- if '<tool_def_sep>' in messages[0].content %}
+            {{- messages[0].content.replace('<tool_def_sep>', tool_definitions) }}
+        {%- else %}
+            {{- messages[0].content + '\n\n' + tool_definitions }}
+        {%- endif %}
+    {%- else %}
+        {{- tool_definitions.lstrip() }}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        
+        {%- if message.tool_calls %}
+            {%- set content_parts = content.split('<tool_sep>') %}
+            {%- set rendered_tool = namespace(content=content_parts[0]) %}
+            {%- set tool_calls_count = message.tool_calls|length %}
+            {%- set tool_sep_count = content_parts|length - 1 %}
+            
+            {%- for i in range(1, content_parts|length) %}
+                {%- set tool_index = i - 1 %}
+                {%- if tool_index < tool_calls_count %}
+                    {%- set tool_call = message.tool_calls[tool_index] %}
+                    {%- if tool_call.function %}
+                        {%- set tool_call = tool_call.function %}
+                    {%- endif %}
+                    {%- set single_tool_xml %}
+                        {{- '<function name="' ~ tool_call.name ~ '">' }}
+                        {%- if tool_call.arguments %}
+                            {%- set args_dict = tool_call.arguments %}
+                            {%- for param_name, param_value in args_dict.items() %}
+                                {{- '<param name="' ~ param_name ~ '">' }}
+                                {%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
+                                    {{- '<![CDATA[' + param_value.replace(']]>', ']]]]><![CDATA[>') + ']]>' }}
+                                {%- elif param_value is string %}
+                                    {{- param_value }}
+                                {%- else %}
+                                    {{- param_value | tojson }}
+                                {%- endif %}
+                                {{- '</param>' }}
+                            {%- endfor %}
+                        {%- endif %}
+                        {{- '</function>' }}
+                    {%- endset %}
+                    {%- set rendered_tool.content = rendered_tool.content + single_tool_xml + content_parts[i] %}
+                {%- else %}
+                    {%- set rendered_tool.content = rendered_tool.content + content_parts[i] %}
+                {%- endif %}
+            {%- endfor %}
+            
+            {%- if tool_calls_count > tool_sep_count %}
+                {%- for remaining_index in range(tool_sep_count, tool_calls_count) %}
+                    {%- set tool_call = message.tool_calls[remaining_index] %}
+                    {%- if tool_call.function %}
+                        {%- set tool_call = tool_call.function %}
+                    {%- endif %}
+                    {%- set remaining_tool_xml %}
+                        {{- '<function name="' ~ tool_call.name ~ '">' }}
+                        {%- if tool_call.arguments %}
+                            {%- set args_dict = tool_call.arguments %}
+                            {%- for param_name, param_value in args_dict.items() %}
+                                {{- '<param name="' ~ param_name ~ '">' }}
+                                {%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
+                                    {{- '<![CDATA[' + param_value.replace(']]>', ']]]]><![CDATA[>') + ']]>' }}
+                                {%- elif param_value is string %}
+                                    {{- param_value }}
+                                {%- else %}
+                                    {{- param_value | tojson }}
+                                {%- endif %}
+                                {{- '</param>' }}
+                            {%- endfor %}
+                        {%- endif %}
+                        {{- '</function>' }}
+                    {%- endset %}
+                    {%- set rendered_tool.content = rendered_tool.content + remaining_tool_xml %}
+                {%- endfor %}
+            {%- endif %}
+            
+            {%- set content = rendered_tool.content %}
+        {%- endif %}
+        
+        {%- if reasoning_content %}
+            {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+        {%- elif '<think>' not in content and '</think>' not in content %}
+            {{- '<|im_start|>' + message.role + '\n<think>\n\n</think>\n\n' + content.lstrip('\n') }}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {%- if message.content is string %}
+            {{- content }}
+        {%- else %}
+            {{- message.content | tojson(ensure_ascii=False) }}
+        {%- endif %}
+        {{- '\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' }}
+    {%- if enable_thinking is defined %}
+        {%- if enable_thinking is false %}
+            {{- '<think>\n\n</think>\n\n' }}
+        {%- elif enable_thinking is true %}
+            {{- '<think>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endif %}

config.json

@@ -0,0 +1,38 @@
+{
+  "_name_or_path": "openbmb/MiniCPM5-2B",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "bos_token_id": 0,
+  "eos_token_id": [
+    1,
+    130073
+  ],
+  "pad_token_id": 1,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 6144,
+  "max_position_embeddings": 131072,
+  "model_type": "llama",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 42,
+  "num_key_value_heads": 2,
+  "head_dim": 128,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 5000000,
+  "rope_scaling": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "5.6.2",
+  "use_cache": true,
+  "vocab_size": 130560,
+  "transformers.js_config": {
+    "kv_cache_dtype": {
+      "q4f16": "float16"
+    },
+    "use_external_data_format": {
+      "model_q4f16.onnx": 7
+    }
+  }
+}

generation_config.json

@@ -0,0 +1,13 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "eos_token_id": [
+    1,
+    130073
+  ],
+  "pad_token_id": 1,
+  "do_sample": true,
+  "temperature": 1.0,
+  "top_p": 0.95,
+  "transformers_version": "5.6.2"
+}

manifest.json

@@ -0,0 +1,106 @@
+{
+  "source": {
+    "repo": "openbmb/MiniCPM5-2B",
+    "revision": "abe115e887989b14f05e64a3b260648329324c3f",
+    "files": {
+      "config.json": {
+        "bytes": 704,
+        "sha256": "59613157e5357d62bcb121e04cb90f2170b43d789b142380c12c3d4277d95180"
+      },
+      "generation_config.json": {
+        "bytes": 213,
+        "sha256": "9ac4f32e5f32358697a9f438a3ea89ef80e6ba786c72c49e932f9f21c122fdb1"
+      },
+      "tokenizer.json": {
+        "bytes": 9894271,
+        "sha256": "3e065a558a034185fe299917b398685c1facd0169a9eea1e629eb30c171fed81"
+      },
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+        "bytes": 94391,
+        "sha256": "e9b1064649e771d7a8e15637c68b2d2749724877ba3648bd74a4ece31c26303b"
+      },
+      "special_tokens_map.json": {
+        "bytes": 551,
+        "sha256": "82d96d7a9e6ced037f12394b7ea6a5b02e6ca87e0d11edaa8d60d9be857ce7db"
+      },
+      "chat_template.jinja": {
+        "bytes": 9060,
+        "sha256": "cc945752db555d60949b16989df4ccfeb52a313d6b4b5c5229dd786e2e9fcf1c"
+      },
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+        "bytes": 31378,
+        "sha256": "6d839cd76e8395de548a0e6cc310386f66d1ecbb2c75d198a8dfd3d70892b756"
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+        "sha256": "14fb8e7f0a18d53d1f239773758bf581cee7e456a4523a54622c3a245b64402c"
+      }
+    }
+  },
+  "changes": [
+    "last-position LM head at export",
+    "four lossless embedding column shards",
+    "concrete cache head dimensions",
+    "template serialization and compatibility"
+  ],
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