From 5e88ed6bbbc03756688cd9910f991597109f753d Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 6 Jun 2026 20:52:27 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: baidu/ERNIE-4.5-0.3B-PT Source: Original Platform --- .gitattributes | 36 + LICENSE | 201 + README.md | 139 + added_tokens.json | 1011 +++++ chat_template.jinja | 24 + config.json | 27 + generation_config.json | 11 + model.safetensors | 3 + special_tokens_map.json | 1066 +++++ tokenizer.json | 3 + tokenizer.model | 3 + tokenizer_config.json | 9269 +++++++++++++++++++++++++++++++++++++++ 12 files changed, 11793 insertions(+) create mode 100644 .gitattributes create mode 100644 LICENSE create mode 100644 README.md create mode 100644 added_tokens.json create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer.model create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt 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 +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz 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 +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl 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 +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* 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 +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz 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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text 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 + +
+ +
+ + License + +
+ +# ERNIE-4.5-0.3B + +> [!NOTE] +> Note: "**-Paddle**" models use [PaddlePaddle](https://github.com/PaddlePaddle/Paddle) weights, while "**-PT**" models use Transformer-style PyTorch weights. + +## ERNIE 4.5 Highlights + +The advanced capabilities of the ERNIE 4.5 models, particularly the MoE-based A47B and A3B series, are underpinned by several key technical innovations: + +1. **Multimodal Heterogeneous MoE Pre-Training:** Our models are jointly trained on both textual and visual modalities to better capture the nuances of multimodal information and improve performance on tasks involving text understanding and generation, image understanding, and cross-modal reasoning. To achieve this without one modality hindering the learning of another, we designed a *heterogeneous MoE structure*, incorporated *modality-isolated routing*, and employed *router orthogonal loss* and *multimodal token-balanced loss*. These architectural choices ensure that both modalities are effectively represented, allowing for mutual reinforcement during training. + +2. **Scaling-Efficient Infrastructure:** We propose a novel heterogeneous hybrid parallelism and hierarchical load balancing strategy for efficient training of ERNIE 4.5 models. By using intra-node expert parallelism, memory-efficient pipeline scheduling, FP8 mixed-precision training and finegrained recomputation methods, we achieve remarkable pre-training throughput. For inference, we propose *multi-expert parallel collaboration* method and *convolutional code quantization* algorithm to achieve 4-bit/2-bit lossless quantization. Furthermore, we introduce PD disaggregation with dynamic role switching for effective resource utilization to enhance inference performance for ERNIE 4.5 MoE models. Built on [PaddlePaddle](https://github.com/PaddlePaddle/Paddle), ERNIE 4.5 delivers high-performance inference across a wide range of hardware platforms. + +3. **Modality-Specific Post-Training:** To meet the diverse requirements of real-world applications, we fine-tuned variants of the pre-trained model for specific modalities. Our LLMs are optimized for general-purpose language understanding and generation. The VLMs focuses on visuallanguage understanding and supports both thinking and non-thinking modes. Each model employed a combination of *Supervised Fine-tuning (SFT)*, *Direct Preference Optimization (DPO)* or a modified reinforcement learning method named *Unified Preference Optimization (UPO)* for post-training. + +## Model Overview + +ERNIE-4.5-0.3B is a text dense Post-trained model. The following are the model configuration details: + +| Key | Value | +| -------------- | ------------ | +| Modality | Text | +| Training Stage | Posttraining | +| Params | 0.36B | +| Layers | 18 | +| Heads(Q/KV) | 16 / 2 | +| Context Length | 131072 | + +## Quickstart + +### 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-4.5-0.3B-PT" + +# 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) +``` + +### vLLM inference + +[vllm](https://github.com/vllm-project/vllm/tree/main) github library. Python-only [build](https://docs.vllm.ai/en/latest/getting_started/installation/gpu.html#set-up-using-python-only-build-without-compilation). + +```bash +vllm serve baidu/ERNIE-4.5-0.3B-PT +``` + +## 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: + +```bibtex +@misc{ernie2025technicalreport, + title={ERNIE 4.5 Technical Report}, + author={Baidu ERNIE Team}, + year={2025}, + eprint={}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={} +} +``` diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..aa6cd10 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,1011 @@ +{ + "<|AUDIO_PLACEHOLDER|>": 100296, + "<|CROP_COL_SEP|>": 101301, + "<|CROP_ROW_SEP|>": 101302, + "<|IMAGE_PLACEHOLDER|>": 100295, + "<|IMAGE_SEP|>": 101303, + "<|LOC_0|>": 100297, + "<|LOC_1000|>": 101297, + "<|LOC_100|>": 100397, + "<|LOC_101|>": 100398, + "<|LOC_102|>": 100399, + "<|LOC_103|>": 100400, + "<|LOC_104|>": 100401, + "<|LOC_105|>": 100402, + "<|LOC_106|>": 100403, + "<|LOC_107|>": 100404, + "<|LOC_108|>": 100405, + "<|LOC_109|>": 100406, + "<|LOC_10|>": 100307, + 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add_generation_prompt = true -%} +{%- endif -%} +{%- if not cls_token is defined -%} + {%- set cls_token = "<|begin_of_sentence|>" -%} +{%- endif -%} +{%- if not sep_token is defined -%} + {%- set sep_token = "<|end_of_sentence|>" -%} +{%- endif -%} +{{- cls_token -}} +{%- for message in messages -%} + {%- if message["role"] == "user" -%} + {{- "User: " + message["content"] + " +" -}} + {%- elif message["role"] == "assistant" -%} + {{- "Assistant: " + message["content"] + sep_token -}} + {%- elif message["role"] == "system" -%} + {{- message["content"] + " +" -}} + {%- endif -%} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{- "Assistant: " -}} +{%- endif -%} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..655bc82 --- /dev/null +++ b/config.json @@ -0,0 +1,27 @@ +{ + "architectures": [ + "Ernie4_5ForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "max_position_embeddings": 131072, + "model_type": "ernie4_5", + "num_attention_heads": 16, + "num_hidden_layers": 18, + "num_key_value_heads": 2, + "pad_token_id": 0, + "rms_norm_eps": 1e-05, + "rope_scaling": null, + "rope_theta": 500000.0, + "tie_word_embeddings": true, + "torch_dtype": "bfloat16", + "transformers_version": "4.54.0.dev0", + "use_bias": false, + "use_cache": true, + "vocab_size": 103424 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..649d345 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,11 @@ +{ + "do_sample": true, + "top_p": 0.8, + "temperature": 0.8, + "bos_token_id": 1, + "eos_token_id": 2, + "pad_token_id": 0, + "repetition_penalty": 1.0, + "frequency_penalty": 0.0, + "presence_penalty": 0.0 +} \ No newline at end of file diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..0b45a46 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fa450d7550b5600b030f09b9a954ffad3ef31476e44fb87e2154e9ac23b51d3 +size 721514672 diff --git a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000..430f9d4 --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1,1066 @@ +{ + "additional_special_tokens": [ + "<|IMAGE_PLACEHOLDER|>", + "<|AUDIO_PLACEHOLDER|>", + "<|LOC_0|>", + "<|LOC_1|>", + "<|LOC_2|>", + "<|LOC_3|>", + "<|LOC_4|>", + "<|LOC_5|>", + "<|LOC_6|>", + "<|LOC_7|>", + "<|LOC_8|>", + "<|LOC_9|>", + "<|LOC_10|>", + "<|LOC_11|>", + "<|LOC_12|>", + "<|LOC_13|>", + "<|LOC_14|>", + "<|LOC_15|>", + "<|LOC_16|>", + "<|LOC_17|>", + "<|LOC_18|>", + "<|LOC_19|>", + "<|LOC_20|>", + "<|LOC_21|>", + "<|LOC_22|>", + "<|LOC_23|>", + "<|LOC_24|>", + "<|LOC_25|>", + "<|LOC_26|>", + "<|LOC_27|>", + "<|LOC_28|>", + "<|LOC_29|>", + "<|LOC_30|>", + "<|LOC_31|>", + "<|LOC_32|>", + "<|LOC_33|>", + "<|LOC_34|>", + "<|LOC_35|>", + 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