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Model: hudsongouge/minicpm5-1B-GLM-5.2-Agentic-v9
Source: Original Platform
---
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+---
+license: other
+language:
+- en
+base_model:
+- openbmb/MiniCPM5-1B
+tags:
+- agentic
+- coding
+- agent
+- gguf
+---
+
+# MiniCPM5-1B-Agentic-v9
+
+Created by GLM-5.2. Model 9 in the agentic post-training series.
+
+**Training**: SFT on 10 hand-crafted agentic trajectories (8 epochs, lr=5e-6) teaching the model to use bash tools concisely without excessive reasoning loops.
+
+## Evaluation
+
+| Metric | Score |
+|---|---|
+| Agentic Eval (20 tasks) | 30.0% (6/20) |
+| Real-World Tasks (12 tasks) | 0% (0/12) |
+
+Tasks passed: create_file, fibonacci, fix_bug2, grep_search, csv_analyze, merge_files
+
+GGUFs available: f16, q8_0, q5_k_m, q4_k_m, q3_k_m, q2_k
+
+## Quantization Recommendations
+
+This is a 1B model — heavier quantization degrades output quality significantly.
+
+| Quant | Quality | Size | Recommendation |
+|---|---|---|---|
+| f16 | Full | ~2.1GB | Best quality |
+| q8_0 | Excellent | ~1.1GB | **Recommended** — near-identical to f16 |
+| q5_k_m | Good | ~0.8GB | Reasoning OK, response may degrade on longer outputs |
+| q4_k_m | Fair | ~0.7GB | Reasoning OK, response degrades into repetition |
+| q3_k_m | Poor | ~0.6GB | Not recommended |
+| q2_k | Poor | ~0.5GB | Not recommended |
+
+**For production use, prefer q8_0 or f16.** The model uses reasoning tokens; lower quantizations break the transition from reasoning to response.
+
+## Chat Template
+
+The GGUF chat template defaults to `enable_thinking=true`, so the model will always produce reasoning followed by response. If your inference engine supports `enable_thinking=false`, you can skip reasoning for faster responses.
+
+## Tool Use
+
+The model supports bash tool calls using the `<function name="bash">` XML format. The chat template includes tool definitions when tools are provided.
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+  "_name_or_path": "/workspace/URM-LLM/models/MiniCPM5-1B",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
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+  "attention_dropout": 0.0,
+  "bos_token_id": 0,
+  "eos_token_id": [
+    1,
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+  ],
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 1536,
+  "initializer_range": 0.02,
+  "intermediate_size": 4608,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "num_key_value_heads": 2,
+  "pad_token_id": 1,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 5000000,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 130560
+}
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130508": {
+      "content": "<unused_token_426>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130509": {
+      "content": "<unused_token_427>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130510": {
+      "content": "<unused_token_428>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130511": {
+      "content": "<unused_token_429>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130512": {
+      "content": "<unused_token_430>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130513": {
+      "content": "<unused_token_431>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130514": {
+      "content": "<unused_token_432>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130515": {
+      "content": "<unused_token_433>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130516": {
+      "content": "<unused_token_434>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130517": {
+      "content": "<unused_token_435>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130518": {
+      "content": "<unused_token_436>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130519": {
+      "content": "<unused_token_437>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130520": {
+      "content": "<unused_token_438>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130521": {
+      "content": "<unused_token_439>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130522": {
+      "content": "<unused_token_440>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130523": {
+      "content": "<unused_token_441>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130524": {
+      "content": "<unused_token_442>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130525": {
+      "content": "<unused_token_443>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130526": {
+      "content": "<unused_token_444>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130527": {
+      "content": "<unused_token_445>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130528": {
+      "content": "<unused_token_446>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130529": {
+      "content": "<unused_token_447>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130530": {
+      "content": "<unused_token_448>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130531": {
+      "content": "<unused_token_449>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130532": {
+      "content": "<unused_token_450>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130533": {
+      "content": "<unused_token_451>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130534": {
+      "content": "<unused_token_452>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130535": {
+      "content": "<unused_token_453>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130536": {
+      "content": "<unused_token_454>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130537": {
+      "content": "<unused_token_455>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130538": {
+      "content": "<unused_token_456>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130539": {
+      "content": "<unused_token_457>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130540": {
+      "content": "<unused_token_458>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130541": {
+      "content": "<unused_token_459>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130542": {
+      "content": "<unused_token_460>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130543": {
+      "content": "<unused_token_461>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130544": {
+      "content": "<unused_token_462>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130545": {
+      "content": "<unused_token_463>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130546": {
+      "content": "<unused_token_464>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130547": {
+      "content": "<unused_token_465>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130548": {
+      "content": "<unused_token_466>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130549": {
+      "content": "<unused_token_467>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130550": {
+      "content": "<unused_token_468>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130551": {
+      "content": "<unused_token_469>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130552": {
+      "content": "<unused_token_470>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130553": {
+      "content": "<unused_token_471>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130554": {
+      "content": "<unused_token_472>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130555": {
+      "content": "<unused_token_473>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130556": {
+      "content": "<unused_token_474>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130557": {
+      "content": "<unused_token_475>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130558": {
+      "content": "<unused_token_476>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "130559": {
+      "content": "<unused_token_477>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "bos_token": "<s>",
+  "chat_template": "{{- bos_token }}{%- if tools %}\n    {%- set tool_definitions %}\n        {{- \"# Tools\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n        {%- for tool in tools %}\n            {{- \"\\n\" }}\n            {{- tool | tojson(ensure_ascii=False) }}\n        {%- endfor %}\n        {{- '\\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>' }}\n    {%- endset %}\n    \n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {%- if '<tool_def_sep>' in messages[0].content %}\n            {{- messages[0].content.replace('<tool_def_sep>', tool_definitions) }}\n        {%- else %}\n            {{- messages[0].content + '\\n\\n' + tool_definitions }}\n        {%- endif %}\n    {%- else %}\n        {{- tool_definitions.lstrip() }}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- 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>')) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if message.content is string %}\n        {%- set content = message.content %}\n    {%- else %}\n        {%- set content = '' %}\n    {%- endif %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in content %}\n                {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n                {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        \n        {%- if message.tool_calls %}\n            {%- set content_parts = content.split('<tool_sep>') %}\n            {%- set processed_content = content_parts[0] %}\n            {%- set tool_calls_count = message.tool_calls|length %}\n            {%- set tool_sep_count = content_parts|length - 1 %}\n            {%- set min_count = [tool_calls_count, tool_sep_count]|min %}\n            \n            {%- for i in range(1, content_parts|length) %}\n                {%- set tool_index = i - 1 %}\n                {%- if tool_index < tool_calls_count %}\n                    {%- set tool_call = message.tool_calls[tool_index] %}\n                    {%- if tool_call.function %}\n                        {%- set tool_call = tool_call.function %}\n                    {%- endif %}\n                    {%- set single_tool_xml %}\n                        {{- '<function name=\"' ~ tool_call.name ~ '\">' }}\n                        {%- if tool_call.arguments %}\n                            {%- set args_dict = tool_call.arguments %}\n                            {%- for param_name, param_value in args_dict.items() %}\n                                {{- '<param name=\"' ~ param_name ~ '\">' }}\n                                {%- if param_value is string and ('<' in param_value or '&' in param_value or '\\n' in param_value) %}\n                                    {{- '<![CDATA[' + param_value + ']]>' }}\n                                {%- else %}\n                                    {{- param_value }}\n                                {%- endif %}\n                                {{- '</param>' }}\n                            {%- endfor %}\n                        {%- endif %}\n                        {{- '</function>' }}\n                    {%- endset %}\n                    {%- set processed_content = processed_content + single_tool_xml + content_parts[i] %}\n                {%- else %}\n                    {%- set processed_content = processed_content + content_parts[i] %}\n                {%- endif %}\n            {%- endfor %}\n            \n            {%- if tool_calls_count > tool_sep_count %}\n                {%- for remaining_index in range(tool_sep_count, tool_calls_count) %}\n                    {%- set tool_call = message.tool_calls[remaining_index] %}\n                    {%- if tool_call.function %}\n                        {%- set tool_call = tool_call.function %}\n                    {%- endif %}\n                    {%- set remaining_tool_xml %}\n                        {{- '<function name=\"' ~ tool_call.name ~ '\">' }}\n                        {%- if tool_call.arguments %}\n                            {%- set args_dict = tool_call.arguments %}\n                            {%- for param_name, param_value in args_dict.items() %}\n                                {{- '<param name=\"' ~ param_name ~ '\">' }}\n                                {%- if param_value is string and ('<' in param_value or '&' in param_value or '\\n' in param_value) %}\n                                    {{- '<![CDATA[' + param_value + ']]>' }}\n                                {%- else %}\n                                    {{- param_value }}\n                                {%- endif %}\n                                {{- '</param>' }}\n                            {%- endfor %}\n                        {%- endif %}\n                        {{- '</function>' }}\n                    {%- endset %}\n                    {%- set processed_content = processed_content + remaining_tool_xml %}\n                {%- endfor %}\n            {%- endif %}\n            \n            {%- set content = processed_content %}\n        {%- endif %}\n        \n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if reasoning_content %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        \n        {%- if message.tool_calls and not has_tool_sep %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<function name=\"' ~ tool_call.name ~ '\">' }}\n                {%- if tool_call.arguments %}\n                    {%- set args_dict = tool_call.arguments %}\n                    {%- for param_name, param_value in args_dict.items() %}\n                        {{- '<param name=\"' ~ param_name ~ '\">' }}\n                        {%- if param_value is string and ('<' in param_value or '&' in param_value or '\\n' in param_value) %}\n                            {{- '<![CDATA[' + param_value + ']]>' }}\n                        {%- else %}\n                            {{- param_value }}\n                        {%- endif %}\n                        {{- '</param>' }}\n                    {%- endfor %}\n                {%- endif %}\n                {{- '</function>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {%- if message.content is string %}\n            {{- content }}\n        {%- else %}\n            {{- message.content | tojson(ensure_ascii=False) }}\n        {%- endif %}\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    {%- if enable_thinking is defined %}\n        {%- if enable_thinking is false %}\n            {{- '<think>\\n\\n</think>\\n\\n' }}\n        {%- elif enable_thinking is true %}\n            {{- '<think>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "PreTrainedTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}
\ No newline at end of file