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Model: cyberagent/open-calm-small
Source: Original Platform

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README.md

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+---
+license: cc-by-sa-4.0
+datasets:
+- wikipedia
+- cc100
+- mc4
+language:
+- ja
+tags:
+- japanese
+- causal-lm
+inference: false
+---
+# OpenCALM-Small
+
+## Model Description
+
+OpenCALM is a suite of decoder-only language models pre-trained on Japanese datasets, developed by CyberAgent, Inc.
+
+## Usage
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model = AutoModelForCausalLM.from_pretrained("cyberagent/open-calm-small", device_map="auto", torch_dtype=torch.float16)
+tokenizer = AutoTokenizer.from_pretrained("cyberagent/open-calm-small")
+
+inputs = tokenizer("AIによって私達の暮らしは、", return_tensors="pt").to(model.device)
+with torch.no_grad():
+    tokens = model.generate(
+        **inputs,
+        max_new_tokens=64,
+        do_sample=True,
+        temperature=0.7,
+        top_p=0.9,
+        repetition_penalty=1.05,
+        pad_token_id=tokenizer.pad_token_id,
+    )
+    
+output = tokenizer.decode(tokens[0], skip_special_tokens=True)
+print(output)
+```
+
+## Model Details
+
+|Model|Params|Layers|Dim|Heads|Dev ppl|
+|:---:|:---: |:---:|:---:|:---:|:---:|
+|[cyberagent/open-calm-small](https://huggingface.co/cyberagent/open-calm-small)|160M|12|768|12|19.7|
+|[cyberagent/open-calm-medium](https://huggingface.co/cyberagent/open-calm-medium)|400M|24|1024|16|13.8|
+|[cyberagent/open-calm-large](https://huggingface.co/cyberagent/open-calm-large)|830M|24|1536|16|11.3|
+|[cyberagent/open-calm-1b](https://huggingface.co/cyberagent/open-calm-1b)|1.4B|24|2048|16|10.3|
+|[cyberagent/open-calm-3b](https://huggingface.co/cyberagent/open-calm-3b)|2.7B|32|2560|32|9.7|
+|[cyberagent/open-calm-7b](https://huggingface.co/cyberagent/open-calm-7b)|6.8B|32|4096|32|8.2|
+
+* **Developed by**: [CyberAgent, Inc.](https://www.cyberagent.co.jp/)
+* **Model type**: Transformer-based Language Model
+* **Language**: Japanese
+* **Library**: [GPT-NeoX](https://github.com/EleutherAI/gpt-neox)
+* **License**: OpenCALM is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License ([CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/)). When using this model, please provide appropriate credit to CyberAgent, Inc.
+  * Example (en): This model is a fine-tuned version of OpenCALM-XX developed by CyberAgent, Inc. The original model is released under the CC BY-SA 4.0 license, and this model is also released under the same CC BY-SA 4.0 license. For more information, please visit: https://creativecommons.org/licenses/by-sa/4.0/
+  * Example (ja): 本モデルは、株式会社サイバーエージェントによるOpenCALM-XXをファインチューニングしたものです。元のモデルはCC BY-SA 4.0ライセンスのもとで公開されており、本モデルも同じくCC BY-SA 4.0ライセンスで公開します。詳しくはこちらをご覧ください: https://creativecommons.org/licenses/by-sa/4.0/
+
+
+## Training Dataset
+
+* Wikipedia (ja)
+* Common Crawl (ja)
+
+## Author
+
+[Ryosuke Ishigami](https://huggingface.co/rishigami)
+
+## Citations
+
+```bibtext
+@software{gpt-neox-library,
+  title = {{GPT-NeoX: Large Scale Autoregressive Language Modeling in PyTorch}},
+  author = {Andonian, Alex and Anthony, Quentin and Biderman, Stella and Black, Sid and Gali, Preetham and Gao, Leo and Hallahan, Eric and Levy-Kramer, Josh and Leahy, Connor and Nestler, Lucas and Parker, Kip and Pieler, Michael and Purohit, Shivanshu and Songz, Tri and Phil, Wang and Weinbach, Samuel},
+  url = {https://www.github.com/eleutherai/gpt-neox},
+  doi = {10.5281/zenodo.5879544},
+  month = {8},
+  year = {2021},
+  version = {0.0.1},
+}
+```

config.json

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+{
+  "_name_or_path": "open-calm-small",
+  "architectures": [
+    "GPTNeoXForCausalLM"
+  ],
+  "bos_token_id": 0,
+  "eos_token_id": 0,
+  "hidden_act": "gelu",
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 2048,
+  "model_type": "gpt_neox",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "rotary_emb_base": 10000,
+  "rotary_pct": 1.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.27.0.dev0",
+  "use_cache": true,
+  "use_parallel_residual": false,
+  "vocab_size": 52096
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "eos_token_id": 0,
+  "transformers_version": "4.27.0.dev0"
+}

pytorch_model.bin

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+size 380543405

special_tokens_map.json

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+{
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "pad_token": "<|padding|>",
+  "unk_token": "<|endoftext|>"
+}

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<|padding|>",
+  "special_tokens_map_file": "open-calm-small/special_tokens_map.json",
+  "tokenizer_class": "GPTNeoXTokenizer",
+  "unk_token": "<|endoftext|>"
+}