初始化项目，由ModelHub XC社区提供模型

Model: AI-ModelScope/MolGen-7b
Source: Original Platform

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README.md

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+---
+license: apache-2.0
+pipeline_tag: text-generation
+tags:
+- chemistry
+- biology
+- text-generation-inference
+---
+
+## 💡 Model description
+This repo contains a large molecular generative model built with molecular language SELFIES.
+
+## 🔍 Intended uses
+You can use the model to generate molecules from scratch (i.e., inputting the bos_token), or input a partial structure for the model to complete.
+
+## 🛠️ How to use
+We have provided two types of examples. You can modify the input, generation parameters, etc., according to your needs.
+
+- Denovo molecule generation example:
+```python
+from modelscope import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+tokenizer = AutoTokenizer.from_pretrained("AI-ModelScope/MolGen-7b")
+model = AutoModelForCausalLM.from_pretrained(
+                              "AI-ModelScope/MolGen-7b",
+                              load_in_8bit=True,
+                              torch_dtype=torch.float16,
+                              device_map="auto",
+                              )
+device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+sf_input = tokenizer(tokenizer.bos_token, return_tensors="pt").to(device)
+
+molecules = model.generate(input_ids=sf_input["input_ids"],
+                              attention_mask=sf_input["attention_mask"],
+                              do_sample=True,
+                              max_new_tokens=10,
+                              top_p=0.75,
+                              top_k=30,
+                              return_dict_in_generate=False,
+                              num_return_sequences=5,
+                              )
+sf_output = [tokenizer.decode(g, skip_special_tokens=True, clean_up_tokenization_spaces=True).replace(" ","") for g in molecules]
+['[C][C][=C][C][=C][Branch2][Ring1][=Branch2][C][=Branch1]',
+'[C][N][C][C][C][Branch2][Ring2][Ring2][N][C]',
+'[C][O][C][=C][C][=C][C][Branch2][Ring1][Branch1]',
+'[C][N][C][C][C@H1][Branch2][Ring1][Branch2][N][Branch1]',
+'[C][=C][C][Branch2][Ring1][#C][C][=Branch1][C][=O]']
+```
+
+- Molecular completion example:
+```python
+from modelscope import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+tokenizer = AutoTokenizer.from_pretrained("AI-ModelScope/MolGen-7b")
+model = AutoModelForCausalLM.from_pretrained(
+                              "AI-ModelScope/MolGen-7b",
+                              load_in_8bit=True,
+                              torch_dtype=torch.float16,
+                              device_map="auto",
+                              )
+device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+sf_input = tokenizer("[C][N][O]", return_tensors="pt").to(device)
+
+molecules = model.generate(input_ids=sf_input["input_ids"],
+                              attention_mask=sf_input["attention_mask"],
+                              do_sample=True,
+                              max_new_tokens=10,
+                              top_p=0.75,
+                              top_k=30,
+                              return_dict_in_generate=False,
+                              num_return_sequences=5,
+                              )
+sf_output = [tokenizer.decode(g, skip_special_tokens=True, clean_up_tokenization_spaces=True).replace(" ","") for g in molecules]
+['[C][N][O][C][=Branch1][C][=O][/C][Ring1][=Branch1][=C][/C][=C]',
+'[C][N][O][/C][=Branch1][#Branch1][=C][/N][Branch1][C][C][C][C]',
+'[C][N][O][/C][=C][/C][=C][C][=Branch1][C][=O][C][=C]',
+'[C][N][O][C][=Branch1][C][=O][N][Branch1][C][C][C][=Branch1]',
+'[C][N][O][Ring1][Branch1][C][C][C][C][C][C][C][C]']
+```
+
+## 📚 Citation
+If you use our repository, please cite:
+```bibtex
+@article{fang2023molecular,
+  title={Molecular Language Model as Multi-task Generator},
+  author={Fang, Yin and Zhang, Ningyu and Chen, Zhuo and Fan, Xiaohui and Chen, Huajun},
+  journal={arXiv preprint arXiv:2301.11259},
+  year={2023}
+}
+```

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config.json

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+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "bos_token_id": 0,
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+  "hidden_act": "silu",
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+  "model_type": "llama",
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+  "rms_norm_eps": 1e-06,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.28.1",
+  "use_cache": false,
+  "vocab_size": 185
+}

configuration.json

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+}

special_tokens_map.json

@@ -0,0 +1,33 @@
+{
+  "bos_token": "<s>",
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,64 @@
+{
+  "add_prefix_space": false,
+  "bos_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "errors": "replace",
+  "mask_token": {
+    "__type": "AddedToken",
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "model_max_length": 1024,
+  "pad_token": {
+    "__type": "AddedToken",
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "tokenizer_class": "BartTokenizer",
+  "trim_offsets": true,
+  "unk_token": {
+    "__type": "AddedToken",
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

vocab.json

@@ -0,0 +1 @@
+{"<s>":0,"<pad>":1,"</s>":2,"<unk>":3}