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README.md ADDED
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+ ---
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+ tags:
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+ - merge
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+ - mergekit
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+ - lazymergekit
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+ - tiiuae/falcon-11B
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+ base_model:
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+ - tiiuae/falcon-11B
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+ - tiiuae/falcon-11B
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+ ---
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+
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+ # Falcon2-5.5B-multilingual
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+
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+ Falcon2-5.5B-multilingual is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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+ * [tiiuae/falcon-11B](https://huggingface.co/tiiuae/falcon-11B)
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+ * [tiiuae/falcon-11B](https://huggingface.co/tiiuae/falcon-11B)
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+
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+ ## 🧩 Configuration
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+
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+ ```yaml
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+ slices:
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+ - sources:
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+ - model: tiiuae/falcon-11B
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+ layer_range: [0, 24]
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+ - sources:
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+ - model: tiiuae/falcon-11B
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+ layer_range: [55, 59]
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+ merge_method: passthrough
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+ dtype: bfloat16
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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 = "ssmits/Falcon2-5.5B-multilingual"
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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": "tiiuae/falcon-11B",
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+ "activation": "gelu",
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+ "alibi": false,
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+ "architectures": [
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+ "FalconForCausalLM"
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+ ],
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+ "attention_dropout": 0.0,
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+ "auto_map": {
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+ "AutoConfig": "tiiuae/falcon-11B--configuration_falcon.FalconConfig",
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+ "AutoModel": "tiiuae/falcon-11B--modeling_falcon.FalconModel",
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+ "AutoModelForCausalLM": "tiiuae/falcon-11B--modeling_falcon.FalconForCausalLM",
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+ "AutoModelForQuestionAnswering": "tiiuae/falcon-11B--modeling_falcon.FalconForQuestionAnswering",
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+ "AutoModelForSequenceClassification": "tiiuae/falcon-11B--modeling_falcon.FalconForSequenceClassification",
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+ "AutoModelForTokenClassification": "tiiuae/falcon-11B--modeling_falcon.FalconForTokenClassification"
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+ },
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+ "bias": false,
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+ "bos_token_id": 11,
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+ "eos_token_id": 11,
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+ "ff_factor": 4,
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+ "ffn_hidden_size": 16384,
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+ "hidden_dropout": 0.0,
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "layer_norm_epsilon": 1e-05,
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+ "max_position_embeddings": 8192,
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+ "model_type": "falcon",
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+ "multi_query": true,
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+ "new_decoder_architecture": true,
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 28,
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+ "num_kv_heads": 8,
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+ "num_ln_in_parallel_attn": 1,
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+ "parallel_attn": true,
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+ "rope_scaling": null,
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+ "rope_theta": 500042.0,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.40.2",
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+ "use_cache": true,
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+ "vocab_size": 65024
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+ }
mergekit_config.yml ADDED
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+
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+ slices:
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+ - sources:
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+ - model: tiiuae/falcon-11B
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+ layer_range: [0, 24]
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+ - sources:
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+ - model: tiiuae/falcon-11B
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+ layer_range: [55, 59]
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+ merge_method: passthrough
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+ dtype: bfloat16
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