commit 2ab8ffff3e2fa5b84445ce7844a8ecbf9d288a35 Author: ModelHub XC Date: Sat Jul 18 16:16:06 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: PaddlePaddle/ERNIE-4.5-21B-A3B-Thinking Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..21b3632 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* 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 +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm 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 \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..c08297a --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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+ + Chat + + + Hugging Face + + + Github + + + Blog + + + Discord + + + X + +
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+ + License + +
+# ERNIE-4.5-21B-A3B-Thinking + +## Model Highlights + +Over the past three months, we have continued to scale the **thinking capability** of ERNIE-4.5-21B-A3B, improving both the **quality and depth** of reasoning, thereby advancing the competitiveness of ERNIE **lightweight models** in complex reasoning tasks. We are pleased to introduce **ERNIE-4.5-21B-A3B-Thinking**, featuring the following key enhancements: + +* **Significantly improved performance** on reasoning tasks, including logical reasoning, mathematics, science, coding, text generation, and academic benchmarks that typically require human expertise. +* **Efficient tool usage** capabilities. +* **Enhanced 128K long-context understanding** capabilities. + +> [!NOTE] +> Note: This version has an increased thinking length. We strongly recommend its use in highly complex reasoning tasks. + +![benchmark](./benchmark.png) + +## Model Overview + +ERNIE-4.5-21B-A3B-Thinking is a text MoE post-trained model, with 21B total parameters and 3B activated parameters for each token. The following are the model configuration details: + +|Key|Value| +|-|-| +|Modality|Text| +|Training Stage|Posttraining| +|Params(Total / Activated)|21B / 3B| +|Layers|28| +|Heads(Q/KV)|20 / 4| +|Text Experts(Total / Activated)|64 / 6| +|Shared Experts|2| +|Context Length|131072| + +## Quickstart + +> [!NOTE] +> To align with the wider community, this model releases Transformer-style weights. Both PyTorch and PaddlePaddle ecosystem tools, such as vLLM, transformers, and FastDeploy, are expected to be able to load and run this model. + +### FastDeploy Inference + +Quickly deploy services using FastDeploy as shown below. For more detailed usage, refer to the [FastDeploy GitHub Repository](https://github.com/PaddlePaddle/FastDeploy). + +**Note**: 80GB x 1 GPU resources are required. Deploying this model requires FastDeploy version 2.2. + +```bash +python -m fastdeploy.entrypoints.openai.api_server \ + --model baidu/ERNIE-4.5-21B-A3B-Thinking \ + --port 8180 \ + --metrics-port 8181 \ + --engine-worker-queue-port 8182 \ + --load_choices "default_v1" \ + --tensor-parallel-size 1 \ + --max-model-len 131072 \ + --reasoning-parser ernie_x1 \ + --tool-call-parser ernie_x1 \ + --max-num-seqs 32 +``` + +The ERNIE-4.5-21B-A3B-Thinking model supports function call. + +```bash +curl -X POST "http://0.0.0.0:8180/v1/chat/completions" \ +-H "Content-Type: application/json" \ +-d $'{ + "messages": [ + { + "role": "user", + "content": "How \'s the weather in Beijing today?" + } + ], + "tools": [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Determine weather in my location", + "parameters": { + "type": "object", + "properties": { + "location": { + "type": "string", + "description": "The city and state e.g. San Francisco, CA" + }, + "unit": { + "type": "string", + "enum": [ + "c", + "f" + ] + } + }, + "additionalProperties": false, + "required": [ + "location", + "unit" + ] + }, + "strict": true + } + }] +}' +``` + +### vLLM inference + +```bash +vllm serve baidu/ERNIE-4.5-21B-A3B-Thinking +``` + +The `reasoning-parser` and `tool-call-parser` for vLLM Ernie are currently under development. + +### Using `transformers` library + +**Note**: You'll need the`transformers`library (version 4.54.0 or newer) installed to use this model. + +The following contains a code snippet illustrating how to use the model generate content based on given inputs. + +```python +import torch +from transformers import AutoModelForCausalLM, AutoTokenizer +model_name = "baidu/ERNIE-4.5-21B-A3B-Thinking" +# load the tokenizer and the model +tokenizer = AutoTokenizer.from_pretrained(model_name) +model = AutoModelForCausalLM.from_pretrained( + model_name, + device_map="auto", + torch_dtype=torch.bfloat16, +) +# prepare the model input +prompt = "Give me a short introduction to large language model." +messages = [ + {"role": "user", "content": prompt} +] +text = tokenizer.apply_chat_template( + messages, + tokenize=False, + add_generation_prompt=True +) +model_inputs = tokenizer([text], add_special_tokens=False, return_tensors="pt").to(model.device) +# conduct text completion +generated_ids = model.generate( + **model_inputs, + max_new_tokens=1024 +) +output_ids = generated_ids[0][len(model_inputs.input_ids[0]):].tolist() +# decode the generated ids +generate_text = tokenizer.decode(output_ids, skip_special_tokens=True) +print("generate_text:", generate_text) +``` + +## License + +The ERNIE 4.5 models are provided under the Apache License 2.0. This license permits commercial use, subject to its terms and conditions. Copyright (c) 2025 Baidu, Inc. All Rights Reserved. + +## Citation + +If you find ERNIE 4.5 useful or wish to use it in your projects, please kindly cite our technical report: + +```text +@misc{ernie2025technicalreport, + title={ERNIE 4.5 Technical Report}, + author={Baidu-ERNIE-Team}, + year={2025}, + primaryClass={cs.CL}, + howpublished={\url{https://ernie.baidu.com/blog/publication/ERNIE_Technical_Report.pdf}} +} +``` + diff --git a/benchmark.png b/benchmark.png new file mode 100644 index 0000000..96f8ee7 Binary files /dev/null and b/benchmark.png differ diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..f9bdd8d --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,102 @@ +{{- '<|im_start|>system +' }}{%- if messages[0].role != 'system' and not system_settings %}{{- ' +think_mode=True +' }}{%- else%}{{- ' +' }}{{- system_settings + ' +' if system_settings else '' }}{{- (messages[0].content + ' +' if messages[0].role == 'system' else '') + ' + + +think_mode=True +' }}{%- endif %}{%- if tools %}{{- " + +" }}{{- ' +' }}{{-'['}}{% for tool in tools %}{{'{"type": "function", "function": '}}{{-(tool.function | tojson)}}}{%-if not loop.last%},{%- endif %}{%endfor%}{{-']'}}{{- " +" }}{%- endif %}{{-'<|im_end|> + +' }}{%- 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('') and message.content.endswith('')) %} + {%- 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 + ' +' + content + '<|im_end|>' + ' + +' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.thoughts is string %} + {%- set reasoning_content = message.thoughts %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip(' +').split('')[-1].lstrip(' +') %} + {%- set content = content.split('')[-1].lstrip(' +') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index and (loop.last or (not loop.last and reasoning_content)) %} {{- '<|im_start|>' + message.role + ' + +' + reasoning_content.strip(' +') + ' + +' }} {%- else %} {{- '<|im_start|>' + message.role + ' +' }} {%- endif %} {%- if content|length > 0 %} {{- ' +' + content + ' + +' }} {%- endif %} {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- ' +' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- ' + +{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '} + +' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|> + +' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>tool' }} + {%- endif %} + {{- ' +' }} + {{- message.content|tojson }} + {{- '' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|> + +' }} + {%- endif %} + {%- endif %} +{%- endfor %} + {{- "<|im_start|>assistant + +"}} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..87d332d --- /dev/null +++ b/config.json @@ -0,0 +1,37 @@ +{ + "_attn_implementation": "eager", + "architectures": [ + "Ernie4_5_MoeForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 2560, + "intermediate_size": 12288, + "max_position_embeddings": 131072, + "model_type": "ernie4_5_moe", + "moe_capacity": [ + 64, + 64, + 64 + ], + "moe_gate": "top2_fused", + "moe_intermediate_size": 1536, + "moe_k": 6, + "moe_layer_interval": 1, + "moe_layer_start_index": 1, + "moe_num_experts": 64, + "moe_num_shared_experts": 2, + "moe_use_aux_free": true, + "num_attention_heads": 20, + "num_hidden_layers": 28, + "num_key_value_heads": 4, + "pad_token_id": 0, + "rms_norm_eps": 1e-05, + "rope_theta": 500000, + "tie_word_embeddings": true, + "torch_dtype": "bfloat16", + "use_bias": false, + "use_cache": true, + "vocab_size": 103424 +} \ No newline at end of file diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..aa4db6b --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework":"other","task":"other"} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 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"sys_start_token": "", + "sys_end_token": "", + "header_start_token": "", + "header_end_token": "", + "additional_special_tokens": null, + "tokenizer_class": "LlamaTokenizer", + "chat_template": "{{- '<|im_start|>system\n' }}{%- if messages[0].role != 'system' and not system_settings %}{{- '\nthink_mode=True\n' }}{%- else%}{{- '\n' }}{{- system_settings + '\n' if system_settings else '' }}{{- (messages[0].content + '\n' if messages[0].role == 'system' else '') + '\n\n\nthink_mode=True\n' }}{%- endif %}{%- if tools %}{{- \"\n\n\" }}{{- '\n' }}{{-'['}}{% for tool in tools %}{{'{\"type\": \"function\", \"function\": '}}{{-(tool.function | tojson)}}}{%-if not loop.last%},{%- endif %}{%endfor%}{{-']'}}{{- \"\n\" }}{%- endif %}{{-'<|im_end|>\n\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('') and message.content.endswith('')) %}\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' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.thoughts is string %}\n {%- set reasoning_content = message.thoughts %}\n {%- else %}\n {%- if '' in content %}\n {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}\n {%- set content = content.split('')[-1].lstrip('\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index and (loop.last or (not loop.last and reasoning_content)) %} {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n' }} {%- else %} {{- '<|im_start|>' + message.role + '\n' }} {%- endif %} {%- if content|length > 0 %} {{- '\n' + content + '\n\n' }} {%- endif %} {%- if message.tool_calls %}\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 {{- '\n\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\n\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\n\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>tool' }}\n {%- endif %}\n {{- '\n' }}\n {{- 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