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Model: phanerozoic/Tiny-Knight-1.1b-v0.1
Source: Original Platform

.gitattributes

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README.md

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+---
+license: cc-by-nc-4.0
+language:
+- en
+widget:
+  - text: |
+      Hail and well met! Pray, what kind of food do ye enjoy supping upon?
+    example_title: "The Code of Chivalry"
+---
+![tinyknight.png](https://huggingface.co/phanerozoic/Tiny-Knight-1.1b-v0.1/resolve/bbfc665ce3af9d4d73e199b89144b30d668f50aa/tinyknight.png)
+# Tiny Knight-1.1b-v0.1
+
+Tiny Knight-1.1b-v0.1 is a specialized language model crafted for generating knight and medieval-themed content. This iteration is built upon the foundations of TinyLlama-1.1B-Chat-v1.0, tailored to operate within environments constrained by computing resources.
+
+### Performance
+While this model excels in creating knight-themed narratives, its specialization, however, limits its effectiveness in broader language tasks, especially those requiring detailed knowledge outside the medieval theme.
+
+### Direct Use
+Tiny Knight-1.1b-v0.1 is particularly suited for generating content within medieval, knightly, or fantasy settings, ideal for storytelling, educational content, and thematic exploration. It is not recommended for general-purpose tasks or technical domains.
+
+### Context Setting and Interaction Guidelines
+Given its specialized nature, Tiny Knight-1.1b-v0.1 benefits significantly from detailed context-setting. Providing a rich thematic backdrop in prompts enhances the model's performance, guiding it to generate more accurate and immersive content.
+
+### Training Data
+Incorporates a dataset focused on knightly tales, medieval history, and literature, derived from the foundational TinyLlama-1.1B model.
+
+### Custom Stopping Strings
+Custom stopping strings were used to refine output quality:
+
+- "},"
+- "User:"
+- "You:"
+- "\nUser"
+- "\nUser:"
+- "me:"
+- "user"
+- "\n"
+
+### Training Hyperparameters and Fine-Tuning Details
+- **Base Model Name**: TinyLlama-1.1B-Chat-v1.0
+- **Base Model Class**: LlamaForCausalLM
+- **Projections**: gate, down, up, q, k, v, o
+- **LoRA Rank**: 16
+- **LoRA Alpha**: 32
+- **True Batch Size**: 32
+- **Gradient Accumulation Steps**: 1
+- **Epochs**: 0.18
+- **Learning Rate**: 3e-4
+- **LR Scheduler**: Linear
+- **Step**: 75
+- **Loss**: 1.87
+
+### Limitations
+While adept at producing themed content, Tiny Knight-1.1b-v0.1's applicability is limited outside its specialized domain of knights and medieval themes.
+
+### Summary
+Tiny Knight-1.1b-v0.1 represents a significant advancement in thematic language models, offering a specialized tool for exploring the medieval era. Its emphasis on context for optimal performance and the use of custom stopping strings make it a sophisticated asset for generating historically rich content.
+
+### Acknowledgments
+Special thanks to the TinyLlama-1.1B team, whose pioneering work laid the groundwork for the creation of Tiny Knight-1.1b-v0.1.

config.json

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+{
+  "_name_or_path": "TinyLlamaTinyLlama-1.1B-Chat-v1.0",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 5632,
+  "max_position_embeddings": 2048,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 22,
+  "num_key_value_heads": 4,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.39.0.dev0",
+  "use_cache": true,
+  "vocab_size": 32000
+}

generation_config.json

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+{
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "max_length": 2048,
+  "pad_token_id": 0,
+  "transformers_version": "4.39.0.dev0"
+}

model.safetensors

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+size 2200119664

special_tokens_map.json

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+{
+  "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": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "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": {
+      "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
+    }
+  },
+  "bos_token": "<s>",
+  "chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": false,
+  "model_max_length": 2048,
+  "pad_token": "</s>",
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}