初始化项目，由ModelHub XC社区提供模型

Model: Technoculture/Medorca-4x7b
Source: Original Platform

.gitattributes

@@ -0,0 +1,35 @@
+*.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

README.md

@@ -0,0 +1,105 @@
+---
+license: apache-2.0
+tags:
+- moe
+- merge
+- epfl-llm/meditron-7b
+- medalpaca/medalpaca-7b
+- chaoyi-wu/PMC_LLAMA_7B_10_epoch
+- microsoft/Orca-2-7b
+---
+
+# Medorca-4x7b
+
+Mediquad-orca-20B is a Mixure of Experts (MoE) made with the following models:
+* [epfl-llm/meditron-7b](https://huggingface.co/epfl-llm/meditron-7b)
+* [medalpaca/medalpaca-7b](https://huggingface.co/medalpaca/medalpaca-7b)
+* [chaoyi-wu/PMC_LLAMA_7B_10_epoch](https://huggingface.co/chaoyi-wu/PMC_LLAMA_7B_10_epoch)
+* [microsoft/Orca-2-7b](https://huggingface.co/microsoft/Orca-2-7b)
+
+## Evaluations
+
+[open_llm_leaderboard](https://huggingface.co/datasets/open-llm-leaderboard/details_Technoculture__Mediquad-orca-20B)
+
+| Benchmark | Medorca-4x7b | Orca-2-7b | meditron-7b | meditron-70b |
+| --- | --- | --- | --- | --- |
+| MedMCQA |  |  |  |  |
+| ClosedPubMedQA |  |  |  |  |
+| PubMedQA |  |  |  |  |
+| MedQA |  |  |  |  |
+| MedQA4 |  |  |  |  |
+| MedicationQA |  |  |  |  |
+| MMLU Medical |  |  |  |  |
+| MMLU | 24.28 | 56.37 |  |  |
+| TruthfulQA | 48.42 | 52.45 |  |  |
+| GSM8K | 0 | 47.2 |  |  |
+| ARC | 29.35 | 54.1 |  |  |
+| HellaSwag | 25.72 | 76.19 |  |  |
+| Winogrande | 48.3 | 73.48 |  |  |
+
+## 🧩 Configuration
+
+```yamlbase_model: microsoft/Orca-2-7b
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: epfl-llm/meditron-7b
+    positive_prompts:
+      - "How does sleep affect cardiovascular health?"
+      - "When discussing diabetes management, the key factors to consider are"
+      - "The differential diagnosis for a headache with visual aura could include"
+    negative_prompts:
+      - "What are the environmental impacts of deforestation?"
+      - "The recent advancements in artificial intelligence have led to developments in"
+  - source_model: medalpaca/medalpaca-7b
+    positive_prompts:
+      - "When discussing diabetes management, the key factors to consider are"
+      - "The differential diagnosis for a headache with visual aura could include"
+    negative_prompts:
+      - "Recommend a good recipe for a vegetarian lasagna."
+      - "The fundamental concepts in economics include ideas like supply and demand, which explain"
+  - source_model: chaoyi-wu/PMC_LLAMA_7B_10_epoch
+    positive_prompts:
+      - "How does sleep affect cardiovascular health?"
+      - "When discussing diabetes management, the key factors to consider are"
+    negative_prompts:
+      - "Recommend a good recipe for a vegetarian lasagna."
+      - "The recent advancements in artificial intelligence have led to developments in"
+      - "The fundamental concepts in economics include ideas like supply and demand, which explain"
+  - source_model: microsoft/Orca-2-7b
+    positive_prompts:
+      - "Here is a funny joke for you -"
+      - "When considering the ethical implications of artificial intelligence, one must take into account"
+      - "In strategic planning, a company must analyze its strengths and weaknesses, which involves"
+      - "Understanding consumer behavior in marketing requires considering factors like"
+      - "The debate on climate change solutions hinges on arguments that"
+    negative_prompts:
+      - "In discussing dietary adjustments for managing hypertension, it's crucial to emphasize"
+      - "For early detection of melanoma, dermatologists recommend that patients regularly check their skin for"
+      - "Explaining the importance of vaccination, a healthcare professional should highlight"
+
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "Technoculture/Mediquad-orca-20B"
+
+tokenizer = AutoTokenizer.from_pretrained(model)
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model,
+    model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
+)
+
+messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
+prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
+print(outputs[0]["generated_text"])
+```

added_tokens.json

@@ -0,0 +1,5 @@
+{
+  "<|im_end|>": 32002,
+  "<|im_start|>": 32001,
+  "[PAD]": 32000
+}

config.json

@@ -0,0 +1,33 @@
+{
+  "_name_or_path": "microsoft/Orca-2-7b",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 4096,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.37.0.dev0",
+  "use_cache": true,
+  "vocab_size": 32003
+}

mergekit_moe_config.yml

@@ -0,0 +1,39 @@
+base_model: microsoft/Orca-2-7b
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: epfl-llm/meditron-7b
+    positive_prompts:
+      - "How does sleep affect cardiovascular health?"
+      - "When discussing diabetes management, the key factors to consider are"
+      - "The differential diagnosis for a headache with visual aura could include"
+    negative_prompts:
+      - "What are the environmental impacts of deforestation?"
+      - "The recent advancements in artificial intelligence have led to developments in"
+  - source_model: medalpaca/medalpaca-7b
+    positive_prompts:
+      - "When discussing diabetes management, the key factors to consider are"
+      - "The differential diagnosis for a headache with visual aura could include"
+    negative_prompts:
+      - "Recommend a good recipe for a vegetarian lasagna."
+      - "The fundamental concepts in economics include ideas like supply and demand, which explain"
+  - source_model: chaoyi-wu/PMC_LLAMA_7B_10_epoch
+    positive_prompts:
+      - "How does sleep affect cardiovascular health?"
+      - "When discussing diabetes management, the key factors to consider are"
+    negative_prompts:
+      - "Recommend a good recipe for a vegetarian lasagna."
+      - "The recent advancements in artificial intelligence have led to developments in"
+      - "The fundamental concepts in economics include ideas like supply and demand, which explain"
+  - source_model: microsoft/Orca-2-7b
+    positive_prompts:
+      - "Here is a funny joke for you -"
+      - "When considering the ethical implications of artificial intelligence, one must take into account"
+      - "In strategic planning, a company must analyze its strengths and weaknesses, which involves"
+      - "Understanding consumer behavior in marketing requires considering factors like"
+      - "The debate on climate change solutions hinges on arguments that"
+    negative_prompts:
+      - "In discussing dietary adjustments for managing hypertension, it's crucial to emphasize"
+      - "For early detection of melanoma, dermatologists recommend that patients regularly check their skin for"
+      - "Explaining the importance of vaccination, a healthcare professional should highlight"
+

model-00001-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1f59b248971d125989319046615aef043f3bcb1dd0dbf4984138b2779efceaa
+size 9993266472

model-00002-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:881493d1b106793249884c7af0be9fe8e8a4360a6673d3a0a1a26b6373ccd6cd
+size 9919543448

model-00003-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:578fdcf3814c0ee78557a993d28835860e22cd596c1f4dfc5adec1471976c3ec
+size 9919543448

model-00004-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a63fe2b156b56d8fa47e436097222339296952ae9f3eb8818b1a209deb600bc7
+size 9616783112

special_tokens_map.json

@@ -0,0 +1,24 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,66 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32000": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32001": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "32002": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": false,
+  "model_max_length": 4096,
+  "pad_token": "<s>",
+  "padding_side": "left",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}