Ahead-of-time compiled summary models (run 6)

.gitattributes

@@ -99,3 +99,102 @@ minicpm5_1b_minicpm5_pal8_g32_static/minicpm5_1b_minicpm5_pal8_g32_static.h17p.a
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ios-h17g/metadata.json

@@ -0,0 +1,30 @@
+{
+  "metadata_version": "0.2",
+  "kind": "llm",
+  "name": "minicpm5_1b_minicpm5_pal8_g32_static",
+  "assets": {
+    "main": "minicpm5_1b_minicpm5_pal8_g32_static.h17g.aimodelc"
+  },
+  "language": {
+    "tokenizer": "openbmb/MiniCPM5-1B",
+    "vocab_size": 130560,
+    "max_context_length": 4096,
+    "embedded_tokenizer": true,
+    "function_map": {
+      "main": [
+        "main"
+      ]
+    }
+  },
+  "source": {
+    "model_definition": "torch",
+    "hf_model_id": "openbmb/MiniCPM5-1B"
+  },
+  "compression": "minicpm5_pal8_g32",
+  "compilation": {
+    "date": "2026-09-15T11:52:01.639497+09:00",
+    "targets": [
+      "h17g (coreai-build compile --platform iOS --min-deployment-version 27.0)"
+    ]
+  }
+}

{minicpm5_1b_minicpm5_pal8_g32_static → ios-h17g}/minicpm5_1b_minicpm5_pal8_g32_static.h17g.aimodelc/metadata.json

@@ -1,9 +1,9 @@
 {
-  "description" : "MiniCPM5-1B is a 1.08B-parameter on-device causal language model from OpenBMB, with hybrid (Think \/ No-Think) reasoning and 128K context, reaching 1B-class open-source SOTA. Source: https:\/\/huggingface.co\/openbmb\/MiniCPM5-1B",
+  "producer" : "coreai-build-3600.83.1",
   "assetVersion" : "2.0",
-  "creationDate" : "20261005T110700Z",
   "sourceHash" : "F466AA0C9D3514E9870ECAF6E600985A3978F542FAE2E0EBABEA9879DC3F6319",
-  "license" : "Apache-2.0",
-  "producer" : "coreai-build-3600.83.1",
-  "author" : "OpenBMB"
+  "description" : "MiniCPM5-1B is a 1.08B-parameter on-device causal language model from OpenBMB, with hybrid (Think \/ No-Think) reasoning and 128K context, reaching 1B-class open-source SOTA. Source: https:\/\/huggingface.co\/openbmb\/MiniCPM5-1B",
+  "author" : "OpenBMB",
+  "creationDate" : "20261005T112234Z",
+  "license" : "Apache-2.0"
 }

ios-h17g/minicpm5_1b_minicpm5_pal8_g32_static.h17g.aimodelc/stats.json

@@ -0,0 +1 @@
+{"storageTypes":[{"count":880017408,"name":"UInt8"},{"count":200540161,"name":"Int8"},{"count":5043717,"name":"Float16"},{"name":"Int32","count":304},{"name":"UInt32","count":203},{"name":"UInt64","count":1}],"operationDistribution":[{"name":"constant","count":59101},{"count":55785,"name":"transpose"},{"count":22575,"name":"batch_matmul"},{"name":"broadcasting_batch_matmul","count":22575},{"name":"reshape","count":19330},{"count":12150,"name":"mul"},{"name":"broadcast_in_dims","count":11415},{"count":10710,"name":"broadcasting_mul"},{"count":7875,"name":"add"},{"count":6470,"name":"cast"},{"name":"broadcasting_add","count":5730},{"count":4980,"name":"lut_to_dense"},{"name":"conv2d","count":4965},{"name":"slice","count":4369},{"name":"concat","count":4320},{"name":"reduce","count":3585},{"count":2895,"name":"broadcast_to"},{"count":2850,"name":"broadcasting_divide"},{"name":"divide","count":2850},{"name":"split","count":2820},{"count":2145,"name":"reduce_sum"},{"count":1567,"name":"copy_discarding_constraints"},{"name":"read_handle","count":1500},{"count":1454,"name":"copy_with_constraints"},{"name":"gather_nd","count":1454},{"name":"broadcast_shapes","count":1440},{"name":"get_shape","count":1440},{"count":1440,"name":"reduce_mean"},{"name":"reduce_product","count":1440},{"name":"rsqrt","count":1440},{"count":1440,"name":"slice_update"},{"name":"write_handle","count":1440},{"name":"exp","count":1410},{"name":"broadcasting_sub","count":705},{"name":"silu","count":705},{"name":"softmax","count":705},{"count":705,"name":"sub"},{"count":33,"name":"invoke"},{"name":"create_token","count":30},{"name":"blockwise_shift_scale","count":4},{"count":3,"name":"expand_dims"}],"computeTypes":["Float16","Float32","Int16","Int32","Int8","UInt16","UInt32","UInt64","UInt8"]}

ios-h17g/tokenizer/chat_template.jinja

@@ -0,0 +1,179 @@
+{{- 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 processed_content = content_parts[0] %}
+            {%- set tool_calls_count = message.tool_calls|length %}
+            {%- set tool_sep_count = content_parts|length - 1 %}
+            {%- set min_count = [tool_calls_count, tool_sep_count]|min %}
+            
+            {%- 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 + ']]>' }}
+                                {%- else %}
+                                    {{- param_value }}
+                                {%- endif %}
+                                {{- '</param>' }}
+                            {%- endfor %}
+                        {%- endif %}
+                        {{- '</function>' }}
+                    {%- endset %}
+                    {%- set processed_content = processed_content + single_tool_xml + content_parts[i] %}
+                {%- else %}
+                    {%- set processed_content = processed_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 + ']]>' }}
+                                {%- else %}
+                                    {{- param_value }}
+                                {%- endif %}
+                                {{- '</param>' }}
+                            {%- endfor %}
+                        {%- endif %}
+                        {{- '</function>' }}
+                    {%- endset %}
+                    {%- set processed_content = processed_content + remaining_tool_xml %}
+                {%- endfor %}
+            {%- endif %}
+            
+            {%- set content = processed_content %}
+        {%- endif %}
+        
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if reasoning_content %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        
+        {%- if message.tool_calls and not has_tool_sep %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<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 + ']]>' }}
+                        {%- else %}
+                            {{- param_value }}
+                        {%- endif %}
+                        {{- '</param>' }}
+                    {%- endfor %}
+                {%- endif %}
+                {{- '</function>' }}
+            {%- endfor %}
+        {%- 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 %}

ios-h17g/tokenizer/tokenizer_config.json

@@ -0,0 +1,17 @@
+{
+  "add_prefix_space": null,
+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "is_local": false,
+  "legacy": true,
+  "local_files_only": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "TokenizersBackend",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

ios-h17p/metadata.json

@@ -0,0 +1,30 @@
+{
+  "metadata_version": "0.2",
+  "kind": "llm",
+  "name": "minicpm5_1b_minicpm5_pal8_g32_static",
+  "assets": {
+    "main": "minicpm5_1b_minicpm5_pal8_g32_static.h17p.aimodelc"
+  },
+  "language": {
+    "tokenizer": "openbmb/MiniCPM5-1B",
+    "vocab_size": 130560,
+    "max_context_length": 4096,
+    "embedded_tokenizer": true,
+    "function_map": {
+      "main": [
+        "main"
+      ]
+    }
+  },
+  "source": {
+    "model_definition": "torch",
+    "hf_model_id": "openbmb/MiniCPM5-1B"
+  },
+  "compression": "minicpm5_pal8_g32",
+  "compilation": {
+    "date": "2026-09-15T11:52:01.639497+09:00",
+    "targets": [
+      "h17p (coreai-build compile --platform iOS --min-deployment-version 27.0)"
+    ]
+  }
+}