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config.json

@@ -0,0 +1,102 @@
+{
+  "_name_or_path": "openbmb/MiniCPM-SALA",
+  "architectures": [
+    "MiniCPMSALAForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_use_output_gate": true,
+  "attn_use_rope": false,
+  "auto_map": {
+    "AutoConfig": "configuration_minicpm_sala.MiniCPMSALAConfig",
+    "AutoModel": "modeling_minicpm_sala.MiniCPMSALAModel",
+    "AutoModelForCausalLM": "modeling_minicpm_sala.MiniCPMSALAForCausalLM",
+    "AutoModelForSeq2SeqLM": "modeling_minicpm_sala.MiniCPMSALAForCausalLM",
+    "AutoModelForSequenceClassification": "modeling_minicpm_sala.MiniCPMSALAForSequenceClassification"
+  },
+  "bos_token_id": 1,
+  "dim_model_base": 256,
+  "dtype": "bfloat16",
+  "eos_token_id": [
+    2,
+    73440
+  ],
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.1,
+  "intermediate_size": 16384,
+  "lightning_head_dim": 128,
+  "lightning_nh": 32,
+  "lightning_nkv": 32,
+  "lightning_scale": "1/sqrt(d)",
+  "lightning_use_rope": true,
+  "max_position_embeddings": 524288,
+  "mixer_types": [
+    "minicpm4",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "minicpm4",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "minicpm4",
+    "minicpm4",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "minicpm4",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "lightning-attn",
+    "minicpm4",
+    "minicpm4",
+    "minicpm4"
+  ],
+  "model_type": "minicpm_sala",
+  "mup_denominator": 32,
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 2,
+  "pad_token_id": 2,
+  "qk_norm": true,
+  "quantization": {
+    "bits": 8,
+    "group_size": 64
+  },
+  "rand_init": false,
+  "rms_norm_eps": 1e-6,
+  "rope_theta": 10000.0,
+  "scale_depth": 1.4,
+  "scale_emb": 12,
+  "sparse_config": {
+    "block_size": 64,
+    "dense_len": 8192,
+    "init_blocks": 1,
+    "kernel_size": 32,
+    "kernel_stride": 16,
+    "topk": 64,
+    "use_nope": false,
+    "window_size": 2048
+  },
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.56.0",
+  "use_cache": true,
+  "use_output_gate": true,
+  "use_output_norm": true,
+  "vocab_size": 73448
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a35688f5eaee7e3bc5b0e10e8eba4daf08ce8991cec7e7a4d1bf02e05df7f5b0
+size 10352021208

tokenizer_config.json

@@ -0,0 +1,240 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "<think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "102": {
+      "content": "</think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "103": {
+      "content": "<tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "104": {
+      "content": "</tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "105": {
+      "content": "<tools>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "106": {
+      "content": "</tools>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "107": {
+      "content": "<parameters>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "108": {
+      "content": "</parameters>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "109": {
+      "content": "<arguments>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "110": {
+      "content": "</arguments>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "111": {
+      "content": "<function",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "112": {
+      "content": "</function>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "113": {
+      "content": "<param",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "114": {
+      "content": "</param>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73440": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73441": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73442": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73443": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73444": {
+      "content": "<|im_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73445": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73446": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "73447": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_end|>",
+    "<|im_start|>",
+    "<tool_call>",
+    "</tool_call>",
+    "<|im_sep|>",
+    "<|fim_prefix|>",
+    "<|fim_middle|>",
+    "<|fim_suffix|>",
+    "<tool_response>",
+    "</tool_response>",
+    "<tools>",
+    "</tools>",
+    "<arguments>",
+    "</arguments>",
+    "<parameters>",
+    "</parameters>",
+    "<function",
+    "</function>",
+    "<param",
+    "</param>"
+  ],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "legacy": true,
+  "model_max_length": 262144,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false,
+  "chat_template": "{%- 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{%- endif %}"
+}