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README.md ADDED
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+ ---
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+ base_model:
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+ - deepseek-ai/deepseek-coder-6.7b-instruct
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+ - m-a-p/OpenCodeInterpreter-DS-6.7B
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+ tags:
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+ - merge
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+ - mergekit
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+ - lazymergekit
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+ - deepseek-ai/deepseek-coder-6.7b-instruct
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+ - m-a-p/OpenCodeInterpreter-DS-6.7B
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+ ---
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+
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+ # deepseek-coder-ties
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+
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+ deepseek-coder-ties is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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+ * [deepseek-ai/deepseek-coder-6.7b-instruct](https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct)
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+ * [m-a-p/OpenCodeInterpreter-DS-6.7B](https://huggingface.co/m-a-p/OpenCodeInterpreter-DS-6.7B)
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+
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+ ## 🧩 Configuration
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+
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+ ```yaml
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+ models:
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+ - model: deepseek-ai/deepseek-coder-6.7b-instruct
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+ parameters:
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+ density: [1, 0.7, 0.1] # density gradient
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+ weight: 1.0
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+ - model: m-a-p/OpenCodeInterpreter-DS-6.7B
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+ parameters:
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+ density: 0.5
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+ weight: [0, 0.3, 0.7, 1] # weight gradient
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+ merge_method: ties
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+ base_model: deepseek-ai/deepseek-coder-6.7b-base
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+ parameters:
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+ normalize: true
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+ int8_mask: true
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+ dtype: float16
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+ ```
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+
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+ ## 💻 Usage
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+
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+ ```python
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+ !pip install -qU transformers accelerate
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+
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+ from transformers import AutoTokenizer
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+ import transformers
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+ import torch
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+
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+ model = "Zelknight463/deepseek-coder-ties"
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+ messages = [{"role": "user", "content": "What is a large language model?"}]
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model)
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+ prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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+ pipeline = transformers.pipeline(
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+ "text-generation",
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+ model=model,
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+ torch_dtype=torch.float16,
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+ device_map="auto",
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+ )
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+
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+ outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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+ print(outputs[0]["generated_text"])
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+ ```
config.json ADDED
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+ {
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+ "_name_or_path": "deepseek-ai/deepseek-coder-6.7b-base",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 32013,
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+ "eos_token_id": 32014,
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+ "hidden_act": "silu",
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 11008,
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+ "max_position_embeddings": 16384,
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+ "mlp_bias": false,
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+ "model_type": "llama",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 32,
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+ "num_key_value_heads": 32,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-06,
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+ "rope_scaling": {
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+ "factor": 4.0,
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+ "type": "linear"
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+ },
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+ "rope_theta": 100000,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float16",
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+ "transformers_version": "4.42.3",
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+ "use_cache": true,
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+ "vocab_size": 32256
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+ }
mergekit_config.yml ADDED
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+
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+ models:
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+ - model: deepseek-ai/deepseek-coder-6.7b-instruct
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+ parameters:
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+ density: [1, 0.7, 0.1] # density gradient
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+ weight: 1.0
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+ - model: m-a-p/OpenCodeInterpreter-DS-6.7B
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+ parameters:
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+ density: 0.5
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+ weight: [0, 0.3, 0.7, 1] # weight gradient
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+ merge_method: ties
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+ base_model: deepseek-ai/deepseek-coder-6.7b-base
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+ parameters:
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+ normalize: true
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+ int8_mask: true
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+ dtype: float16
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+ "32018": {
151
+ "content": "<pad>",
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+ "lstrip": false,
153
+ "normalized": true,
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+ "rstrip": false,
155
+ "single_word": false,
156
+ "special": false
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+ },
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+ "32019": {
159
+ "content": "<|User|>",
160
+ "lstrip": false,
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+ "normalized": true,
162
+ "rstrip": false,
163
+ "single_word": false,
164
+ "special": false
165
+ },
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+ "32020": {
167
+ "content": "<|Assistant|>",
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+ "lstrip": false,
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+ "normalized": true,
170
+ "rstrip": false,
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+ "single_word": false,
172
+ "special": false
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+ },
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+ "32021": {
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+ "content": "<|EOT|>",
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+ "rstrip": false,
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+ "single_word": false,
180
+ "special": false
181
+ }
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+ },
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+ "bos_token": "<|begin▁of▁sentence|>",
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+ "clean_up_tokenization_spaces": false,
185
+ "eos_token": "<|end▁of▁sentence|>",
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+ "legacy": true,
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+ "model_max_length": 16384,
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+ "pad_token": "<|end▁of▁sentence|>",
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+ "sp_model_kwargs": {},
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+ "tokenizer_class": "LlamaTokenizer",
191
+ "unk_token": null,
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+ "use_default_system_prompt": false
193
+ }