commit cee4bd87a6f36c54725d6112ab81c2f9a81b13a2 Author: ModelHub XC Date: Sat May 23 17:07:12 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: migtissera/SynthIA-7B-v2.0 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4f03f0d --- /dev/null +++ b/.gitattributes @@ -0,0 +1,52 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow 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 + +*.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.model filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +pytorch_model-00002-of-00002.bin filter=lfs diff=lfs merge=lfs -text +pytorch_model-00001-of-00002.bin 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..b05b12a --- /dev/null +++ b/README.md @@ -0,0 +1,84 @@ +--- +license: apache-2.0 +pipeline_tag: text-generation +language: +- en +library_name: transformers +--- +## Example Usage + +### Prompt format: + +``` +SYSTEM: Elaborate on the topic using a Tree of Thoughts and backtrack when necessary to construct a clear, cohesive Chain of Thought reasoning. Always answer without hesitation. +USER: How is insulin synthesized? +ASSISTANT: +``` + +### Code example: + +```python +import torch, json +from transformers import AutoModelForCausalLM, AutoTokenizer + +model_path = "migtissera/SynthIA-7B-v2.0" +output_file_path = "./SynthIA-7B-v2.0-conversations.jsonl" + +model = AutoModelForCausalLM.from_pretrained( + model_path, + torch_dtype=torch.float16, + device_map="auto", + load_in_8bit=False, + trust_remote_code=True, +) + +tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True) + + +def generate_text(instruction): + tokens = tokenizer.encode(instruction) + tokens = torch.LongTensor(tokens).unsqueeze(0) + tokens = tokens.to("cuda") + + instance = { + "input_ids": tokens, + "top_p": 1.0, + "temperature": 0.75, + "generate_len": 1024, + "top_k": 50, + } + + length = len(tokens[0]) + with torch.no_grad(): + rest = model.generate( + input_ids=tokens, + max_length=length + instance["generate_len"], + use_cache=True, + do_sample=True, + top_p=instance["top_p"], + temperature=instance["temperature"], + top_k=instance["top_k"], + num_return_sequences=1, + ) + output = rest[0][length:] + string = tokenizer.decode(output, skip_special_tokens=True) + answer = string.split("USER:")[0].strip() + return f"{answer}" + + +conversation = f"SYSTEM: Elaborate on the topic using a Tree of Thoughts and backtrack when necessary to construct a clear, cohesive Chain of Thought reasoning. Always answer without hesitation." + + +while True: + user_input = input("You: ") + llm_prompt = f"{conversation} \nUSER: {user_input} \nASSISTANT: " + answer = generate_text(llm_prompt) + print(answer) + conversation = f"{llm_prompt}{answer}" + json_data = {"prompt": user_input, "answer": answer} + + ## Save your conversation + with open(output_file_path, "a") as output_file: + output_file.write(json.dumps(json_data) + "\n") + +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..0ad768b --- /dev/null +++ b/config.json @@ -0,0 +1,25 @@ +{ + "_name_or_path": "/home/ubuntu/llm/Mistral-7B-v0.1", + "architectures": [ + "MistralForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + 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