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Model: Technoculture/Medorca-2x7b
Source: Original Platform

.gitattributes

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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- merge
+- epfl-llm/meditron-7b
+- microsoft/Orca-2-7b
+---
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/63486df1f8f01fcc4b23e97d/MVYcLAR1Inm5dY-XHiAhe.png)
+
+# Medorca-2x7b
+
+Medorca-2x7b is a Mixure of Experts (MoE) made with the following models:
+* [epfl-llm/meditron-7b](https://huggingface.co/epfl-llm/meditron-7b)
+* [microsoft/Orca-2-7b](https://huggingface.co/microsoft/Orca-2-7b)
+
+## Evaluations
+
+| Benchmark | Medorca-2x7b | Orca-2-7b | llama-2-7b | meditron-7b | meditron-70b |
+| --- | --- | --- | --- | --- | --- |
+| MedMCQA |  |  |  |  |  |
+| ClosedPubMedQA |  |  |  |  |  |
+| PubMedQA |  |  |  |  |  |
+| MedQA |  |  |  |  |  |
+| MedQA4 |  |  |  |  |  |
+| MedicationQA |  |  |  |  |  |
+| MMLU Medical |  |  |  |  |  |
+| MMLU | 53.3 | **56.37** |  |  |  |
+| TruthfulQA | 48.04 | **52.45** |  |  |  |
+| GSM8K | 20.64 | **47.2** |  |  |  |
+| ARC | 54.1 | 54.1 |  |  |  |
+| HellaSwag | 76.04 | **76.19** |  |  |  |
+| Winogrande | **74.51** | 73.48 |  |  |  |
+
+More details on the Open LLM Leaderboard evaluation results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Technoculture__Medorca-2x7b.)
+
+## 🧩 Configuration
+
+```yaml
+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?"
+      - "Could a plant-based diet improve arthritis symptoms?"
+      - "A patient comes in with symptoms of dizziness and nausea..."
+      - "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."
+      - "Give an overview of the French Revolution."
+      - "Explain how a digital camera captures an image."
+      - "What are the environmental impacts of deforestation?"
+      - "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/Medorca-2x7b"
+
+tokenizer = AutoTokenizer.from_pretrained(model)
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model,
+    model_kwargs={"torch_dtype": torch.float16},
+)
+
+messages = [{"role": "user", "content": "Why am i feeling so tired this month?"}]
+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

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+{
+  "<|im_end|>": 32002,
+  "<|im_start|>": 32001,
+  "[PAD]": 32000
+}

config.json

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+{
+  "_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": 2,
+  "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": "4.36.2",
+  "use_cache": true,
+  "vocab_size": 32003
+}

mergekit_config.yml

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+
+slices:
+  - sources:
+      - model: epfl-llm/meditron-7b
+        layer_range: [0, 32]
+      - model: microsoft/Orca-2-7b
+        layer_range: [0, 32]
+merge_method: slerp
+base_model: epfl-llm/meditron-7b
+parameters:
+  t:
+    - filter: self_attn
+      value: [0, 0.5, 0.3, 0.7, 1]
+    - filter: mlp
+      value: [1, 0.5, 0.7, 0.3, 0]
+    - value: 0.5 # fallback for rest of tensors
+dtype: float16

mergekit_moe_config.yml

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+
+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?"
+      - "Could a plant-based diet improve arthritis symptoms?"
+      - "A patient comes in with symptoms of dizziness and nausea..."
+      - "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."
+      - "Give an overview of the French Revolution."
+      - "Explain how a digital camera captures an image."
+      - "What are the environmental impacts of deforestation?"
+      - "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..."

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special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
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+    "lstrip": false,
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+    "rstrip": false,
+    "single_word": false
+  },
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+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
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+      "lstrip": false,
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+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": false,
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+      "special": true
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+      "lstrip": false,
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+      "rstrip": false,
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+      "special": false
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+    "32002": {
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+      "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
+}