a512dee76dfea181109a8bf63c51ac83f0ed6ce2de419345c2cfc7c89369f7bc

.ipynb_checkpoints/README-checkpoint.md

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+---
+language:
+- en
+pipeline_tag: text-generation
+tags:
+- fireplace
+- function-calling
+- code
+- code-instruct
+- valiant
+- valiant-labs
+- llama
+- llama-2
+- llama-2-chat
+- 13b
+model_type: llama
+license: apache-2.0
+---
+
+
+![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/qg49GOlx8zogDOrMTnb89.jpeg)
+
+
+Fireplace-13b is a function calling model built on the Llama 2 architecture.
+  - Built on llama-2-13b architecture, using [CodeLlama-13b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf) as the base model.
+  - Emphasizes function calling and code-instruct as skills.
+  - Version 1.1 improves output structure for a superior user experience.
+
+(If you're looking for a friendly general-purpose chat model, try ours: [llama-13b](https://huggingface.co/ValiantLabs/ShiningValiantXS) and [70b](https://huggingface.co/ValiantLabs/ShiningValiant))
+
+## Version
+
+This is Version **1.1** of Fireplace-13b. 
+
+The current version of Fireplace-13b uses [CodeLlama-13b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf) trained on [glaive-function-calling-v2](https://huggingface.co/datasets/glaiveai/glaive-function-calling-v2).
+
+Fireplace is the first release in our Build Tools campaign, to deliver helpful open source capabilities for users and creators.
+
+**The next release in our Build Tools series will be coming soon, with an initial release at 70b parameters** - we're very excited to bring this to everyone!
+
+We're also working to bring Fireplace to larger model architectures, to maximize baseline model capability and function-calling performance.
+
+## Prompting Guide
+Fireplace-13b specializes in function calling and code instruct/chat. 
+
+See [CodeLlama-13b-Instruct-hf](codellama/CodeLlama-13b-Instruct-hf) for code capabilities of the base model.
+
+For function calling in this version of the model, the recommended format is to deliver the function(s) in a system message and then proceed with chat:
+
+SYSTEM: You are Fireplace, an expert code assistant with access to the following functions. Use them if required -
+{
+    ""name"": ""function_name"",
+}
+
+USER: Can you (do thing from function)?
+
+ASSISTANT: 
+
+Assistant will deliver function call responses between \<functioncall> and <|endoftext|>: 
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/WTX8qlnXXw2PQ9t6OI1VB.png)
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/oJGb5hpUTy1KPxIdaIG5F.png)
+
+
+(Please note that <|endoftext|> is not an EOS/EOT token, it is used to indicate the end of function call responses specifically.)
+
+For handling of function call responses, append "FUNCTION RESPONSE: " to the existing chat history:
+
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/6D0KnhAZPDUOZOJM_btTn.png)
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/Ruwdx_hxGmFdedzQ7d-ZJ.png)
+
+
+Fireplace is optimized for function/code capabilities and not general chat, but it has also been trained to utilize general instruct-chat capabilities:
+
+
+SYSTEM: You are a helpful assistant.
+
+USER: user chat input
+
+ASSISTANT: 
+
+
+The model may be subject to errors and limitations, including those of the base model and dataset. We offer Fireplace-13b as open source for all to use. The user is responsible for all outputs.
+
+
+![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/63444f2687964b331809eb55/VCJ8Fmefd8cdVhXSSxJiD.jpeg)
+
+
+Fireplace is created by [Valiant Labs.](http://valiantlabs.ca/)
+
+Try our flagship chat model, [Shining Valiant!](https://huggingface.co/ValiantLabs/ShiningValiant)
+
+[Follow us on X for updates on our models!](https://twitter.com/valiant_labs)
+
+We care about open source.
+For everyone to use.
+
+We encourage others to finetune further from our models.

.ipynb_checkpoints/config-checkpoint.json

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+{
+  "_name_or_path": "ValiantLabs/Fireplace-13b",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 13824,
+  "max_position_embeddings": 16384,
+  "model_type": "llama",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 40,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.37.2",
+  "use_cache": true,
+  "vocab_size": 32016
+}

.ipynb_checkpoints/generation_config-checkpoint.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.37.2"
+}

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README.md

@@ -23,17 +23,20 @@ license: apache-2.0
 
 Fireplace-13b is a function calling model built on the Llama 2 architecture.
   - Built on llama-2-13b architecture, using [CodeLlama-13b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf) as the base model.
-  - Emphasizes function calling and code-instruct as skills. 
+  - Emphasizes function calling and code-instruct as skills.
+  - Version 1.1 improves output structure for a superior user experience.
 
 (If you're looking for a friendly general-purpose chat model, try ours: [llama-13b](https://huggingface.co/ValiantLabs/ShiningValiantXS) and [70b](https://huggingface.co/ValiantLabs/ShiningValiant))
 
 ## Version
 
-This is Version **1.0** of Fireplace-13b. 
+This is Version **1.1** of Fireplace-13b. 
 
 The current version of Fireplace-13b uses [CodeLlama-13b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf) trained on [glaive-function-calling-v2](https://huggingface.co/datasets/glaiveai/glaive-function-calling-v2).
 
-Fireplace is the first release in our Build Tools campaign, to deliver helpful open source capabilities for users and creators. We're excitedly working on our next open source models now!
+Fireplace is the first release in our Build Tools campaign, to deliver helpful open source capabilities for users and creators.
+
+**The next release in our Build Tools series will be coming soon, with an initial release at 70b parameters** - we're very excited to bring this to everyone!
 
 We're also working to bring Fireplace to larger model architectures, to maximize baseline model capability and function-calling performance.
 
@@ -42,7 +45,18 @@ Fireplace-13b specializes in function calling and code instruct/chat.
 
 See [CodeLlama-13b-Instruct-hf](codellama/CodeLlama-13b-Instruct-hf) for code capabilities of the base model.
 
-For function calling in this version of the model, the recommended format is taken from [the training dataset](https://huggingface.co/datasets/glaiveai/glaive-function-calling-v2). Assistant can make function calls, which are given between \<functioncall> and <|endoftext|>: 
+For function calling in this version of the model, the recommended format is to deliver the function(s) in a system message and then proceed with chat:
+
+SYSTEM: You are Fireplace, an expert code assistant with access to the following functions. Use them if required -
+{
+    ""name"": ""function_name"",
+}
+
+USER: Can you (do thing from function)?
+
+ASSISTANT: 
+
+Assistant will deliver function call responses between \<functioncall> and <|endoftext|>: 
 
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/WTX8qlnXXw2PQ9t6OI1VB.png)
@@ -51,7 +65,7 @@ For function calling in this version of the model, the recommended format is tak
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/oJGb5hpUTy1KPxIdaIG5F.png)
 
 
-(Please note that <|endoftext|> is not an EOS/EOT token, it is used to indicate the end of an 'ASSISTANT: ' response in the training data. Post-processing should be used to extract the function response as required by the user.)
+(Please note that <|endoftext|> is not an EOS/EOT token, it is used to indicate the end of function call responses specifically.)
 
 For handling of function call responses, append "FUNCTION RESPONSE: " to the existing chat history:
 

config.json

@@ -22,7 +22,7 @@
   "rope_theta": 1000000,
   "tie_word_embeddings": false,
   "torch_dtype": "float32",
-  "transformers_version": "4.36.2",
+  "transformers_version": "4.37.2",
   "use_cache": true,
   "vocab_size": 32016
 }

generation_config.json

@@ -2,5 +2,5 @@
   "_from_model_config": true,
   "bos_token_id": 1,
   "eos_token_id": 2,
-  "transformers_version": "4.36.2"
+  "transformers_version": "4.37.2"
 }

tokenizer_config.json

@@ -77,7 +77,7 @@
   "prefix_token": "▁<PRE>",
   "sp_model_kwargs": {},
   "suffix_token": "▁<SUF>",
-  "tokenizer_class": "LlamaTokenizer",
+  "tokenizer_class": "CodeLlamaTokenizer",
   "unk_token": "<unk>",
   "use_default_system_prompt": false
 }