From e68612d7da57c07fff5c15d6ddcf256295f8965f Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 14 Jul 2026 20:47:10 +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: AnishRacherla/aya-expanse-8b-pruned-4newlayers Source: Original Platform --- .gitattributes | 36 ++++++++++++++++++++++++++ README.md | 58 ++++++++++++++++++++++++++++++++++++++++++ chat_template.jinja | 1 + config.json | 31 ++++++++++++++++++++++ generation_config.json | 7 +++++ model.safetensors | 3 +++ tokenizer.json | 3 +++ tokenizer_config.json | 20 +++++++++++++++ 8 files changed, 159 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md 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 tokenizer.json 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/README.md b/README.md new file mode 100644 index 0000000..2bad400 --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +--- +base_model: AnishRacherla/aya-expanse-8b-pruned-4newlayers +library_name: transformers +model_name: aya-expanse-8b-pruned-4newlayers +tags: +- generated_from_trainer +- sft +- trl +licence: license +--- + +# Model Card for aya-expanse-8b-pruned-4newlayers + +This model is a fine-tuned version of [AnishRacherla/aya-expanse-8b-pruned-4newlayers](https://huggingface.co/AnishRacherla/aya-expanse-8b-pruned-4newlayers). +It has been trained using [TRL](https://github.com/huggingface/trl). + +## Quick start + +```python +from transformers import pipeline + +question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?" +generator = pipeline("text-generation", model="AnishRacherla/aya-expanse-8b-pruned-4newlayers", device="cuda") +output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0] +print(output["generated_text"]) +``` + +## Training procedure + + + + + +This model was trained with SFT. + +### Framework versions + +- TRL: 1.6.0 +- Transformers: 5.0.0 +- Pytorch: 2.10.0+cu128 +- Datasets: 4.8.5 +- Tokenizers: 0.22.2 + +## Citations + + + +Cite TRL as: + +```bibtex +@software{vonwerra2020trl, + title = {{TRL: Transformers Reinforcement Learning}}, + author = {von Werra, Leandro and Belkada, Younes and Tunstall, Lewis and Beeching, Edward and Thrush, Tristan and Lambert, Nathan and Huang, Shengyi and Rasul, Kashif and Gallouédec, Quentin}, + license = {Apache-2.0}, + url = {https://github.com/huggingface/trl}, + year = {2020} +} +``` \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..eea053c --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif false == true %}{% set loop_messages = messages %}{% set system_message = 'You are Aya, a brilliant, sophisticated, multilingual AI-assistant trained to assist human users by providing thorough responses. You are able to interact and respond to questions in 23 languages and you are powered by a multilingual model built by Cohere For AI.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% if system_message != false %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + system_message + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..7ae2d28 --- /dev/null +++ b/config.json @@ -0,0 +1,31 @@ +{ + "architectures": [ + "CohereForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 5, + "dtype": "bfloat16", + "eos_token_id": 255001, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "layer_norm_eps": 1e-05, + "logit_scale": 0.125, + "max_position_embeddings": 8192, + "model_type": "cohere", + "num_attention_heads": 32, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": 0, + "rope_parameters": { + "rope_theta": 10000, + "rope_type": "default" + }, + "tie_word_embeddings": true, + "transformers_version": "5.0.0", + "use_cache": true, + "use_qk_norm": false, + "vocab_size": 256000 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..7a27441 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,7 @@ +{ + "_from_model_config": true, + "bos_token_id": 5, + "eos_token_id": 255001, + "pad_token_id": 0, + "transformers_version": "5.0.0" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..8fd1149 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:70878977353f60a333608c2b651f1785c1c098acad9018fa1f62e3c01d315532 +size 14311229168 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..4bf8c81 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d72cb57ce120d4797ec0a544cee3792f228c9dca4cb1863e11cb341f0ec3e576 +size 20124086 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..57654c4 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,20 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "cls_token": "", + "eos_token": "<|END_OF_TURN_TOKEN|>", + "errors": "replace", + "is_local": false, + "legacy": true, + "mask_token": "", + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "sep_token": "", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "CohereTokenizer", + "unk_token": null, + "use_default_system_prompt": false +}