From 5b7864fd862ea4ec3a442847a91f836892944d9f Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 30 May 2026 04:08:14 +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: arcee-ai/AFM-4.5B Source: Original Platform --- .gitattributes | 49 +++++ README.md | 172 ++++++++++++++++++ config.json | 36 ++++ configuration.json | 1 + generation_config.json | 7 + model-00001-of-00002.safetensors | 3 + model-00002-of-00002.safetensors | 3 + model.safetensors.index.json | 299 +++++++++++++++++++++++++++++++ special_tokens_map.json | 23 +++ tokenizer.json | 3 + tokenizer_config.json | 56 ++++++ 11 files changed, 652 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 config.json create mode 100644 configuration.json create mode 100644 generation_config.json create mode 100644 model-00001-of-00002.safetensors create mode 100644 model-00002-of-00002.safetensors create mode 100644 model.safetensors.index.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json 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/README.md b/README.md new file mode 100644 index 0000000..c56b41c --- /dev/null +++ b/README.md @@ -0,0 +1,172 @@ +--- +license: apache-2.0 +language: +- en +- es +- fr +- de +- it +- pt +- ru +- ar +- hi +- ko +- zh +library_name: transformers +extra_gated_prompt: Company name is optional, please put NA if you would prefer not to share it. +base_model: +- arcee-ai/AFM-4.5B-Base +--- + +
+ + Arcee AFM 4.5B + +
+ + +# AFM-4.5B + +AFM-4.5B is a 4.5 billion parameter instruction-tuned model developed by Arcee.ai, designed for enterprise-grade performance across diverse deployment environments from cloud to edge. The base model was trained on a dataset of 8 trillion tokens, comprising 6.5 trillion tokens of general pretraining data followed by 1.5 trillion tokens of midtraining data with enhanced focus on mathematical reasoning and code generation. Following pretraining, the model underwent supervised fine-tuning on high-quality instruction datasets. The instruction-tuned model was further refined through reinforcement learning on verifiable rewards as well as for human preference. We use a modified version of [TorchTitan](https://arxiv.org/abs/2410.06511) for pretraining, [Axolotl](https://axolotl.ai) for supervised fine-tuning, and a modified version of [Verifiers](https://github.com/willccbb/verifiers) for reinforcement learning. + +The development of AFM-4.5B prioritized data quality as a fundamental requirement for achieving robust model performance. We collaborated with DatologyAI, a company specializing in large-scale data curation. DatologyAI's curation pipeline integrates a suite of proprietary algorithms—model-based quality filtering, embedding-based curation, target distribution-matching, source mixing, and synthetic data. Their expertise enabled the creation of a curated dataset tailored to support strong real-world performance. + +The model architecture follows a standard transformer decoder-only design based on Vaswani et al., incorporating several key modifications for enhanced performance and efficiency. Notable architectural features include grouped query attention for improved inference efficiency and ReLU^2 activation functions instead of SwiGLU to enable sparsification while maintaining or exceeding performance benchmarks. + +The model available in this repo is the instruct model following supervised fine-tuning and reinforcement learning. + +View our documentation here for more details: https://docs.arcee.ai/arcee-foundation-models/introduction-to-arcee-foundation-models + +*** + +
+ + Powered by Datology + +
+ +## Model Details + +* **Model Architecture:** ArceeForCausalLM +* **Parameters:** 4.5B +* **Training Tokens:** 8T +* **License:** [Apache 2.0](https://huggingface.co/arcee-ai/AFM-4.5B#license) +* **Recommended settings:** + * temperature: 0.5 + * top_k: 50 + * top_p: 0.95 + * repeat_penalty: 1.1 + +*** + +## Benchmarks + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/BdsWFc4pxiHlK2E0j9AfG.png) +*Qwen3 and SmolLM's reasoning approach causes their scores to vary wildly from suite to suite - but these are all scores on our internal harness with the same hyperparameters. Be sure to reference their reported scores. SmolLM just released its [bench](https://github.com/huggingface/smollm). + +## How to use with `transformers` + +You can use the model directly with the `transformers` library. + +We recommend a lower temperature, around 0.5, for optimal performance. + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM +import torch + +model_id = "arcee-ai/AFM-4.5B" +tokenizer = AutoTokenizer.from_pretrained(model_id) +model = AutoModelForCausalLM.from_pretrained( + model_id, + torch_dtype=torch.bfloat16, + device_map="auto" +) + +messages = [ + {"role": "user", "content": "Who are you?"}, +] + +input_ids = tokenizer.apply_chat_template( + messages, + add_generation_prompt=True, + return_tensors="pt" +).to(model.device) + +outputs = model.generate( + input_ids, + max_new_tokens=256, + do_sample=True, + temperature=0.5, + top_k=50, + top_p=0.95 +) + +response = tokenizer.decode(outputs[0], skip_special_tokens=True) +print(response) +``` + +## How to use with `vllm` + +Ensure you are on version `0.10.1` or newer + +``` +pip install vllm>=0.10.1 +``` + +You can then serve the model natively + +``` +vllm serve arcee-ai/AFM-4.5B +``` + +## How to use with Together API + +You can access this model directly via the [Together Playground](https://api.together.xyz/playground/arcee-ai/AFM-4.5B). + +### Python (Official Together SDK) + +```python +from together import Together + +client = Together() +response = client.chat.completions.create( + model="arcee-ai/AFM-4.5B", + messages=[ + { + "role": "user", + "content": "What are some fun things to do in New York?" + } + ] +) +print(response.choices[0].message.content) +``` + +### cURL + +```bash +curl -X POST "https://api.together.xyz/v1/chat/completions" \ + -H "Authorization: Bearer $TOGETHER_API_KEY" \ + -H "Content-Type: application/json" \ + -d '{ + "model": "arcee-ai/AFM-4.5B", + "messages": [ + { + "role": "user", + "content": "What are some fun things to do in New York?" + } + ] + }' +``` + + +## Quantization support + +Support for llama.cpp and Intel OpenVINO is available: + +https://huggingface.co/arcee-ai/AFM-4.5B-GGUF + +https://huggingface.co/arcee-ai/AFM-4.5B-ov + +## License + +AFM-4.5B is released under the Apache-2.0 license. \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..3c96400 --- /dev/null +++ b/config.json @@ -0,0 +1,36 @@ +{ + "architectures": [ + "ArceeForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 128000, + "eos_token_id": 128003, + "head_dim": 128, + "hidden_act": "relu2", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 18432, + "max_position_embeddings": 65536, + "mlp_bias": false, + "model_type": "arcee", + "num_attention_heads": 20, + "num_hidden_layers": 36, + "num_key_value_heads": 4, + "rms_norm_eps": 1e-05, + "rope_scaling": { + "beta_fast": 32.0, + "beta_slow": 1.0, + "factor": 20.0, + "mscale": 1.0, + "original_max_position_embeddings": 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