diff --git "a/README.md" "b/README.md"
--- "a/README.md"
+++ "b/README.md"
@@ -1,13424 +1,70 @@
 ---
-base_model:
-- abacaj/phi-2-super
-tags:
-- mergekit
-- merge
-
+license: mit
+language:
+- en
+thumbnail: "https://cdn-uploads.huggingface.co/production/uploads/6589d7e6586088fd2784a12c/2g6TFg4nLSigVy7n1wLYV.png"
 ---
-# Teldrassil
+# Done on 64GB of system RAM, and a Ryzen 5 5600...no GPU needed
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6589d7e6586088fd2784a12c/2g6TFg4nLSigVy7n1wLYV.png)
 
-This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+### Passthrough was used to create this model.
 
-## Merge Details
-### Merge Method
 
-This model was merged using the passthrough merge method.
+[Kronos](https://www.theoi.com/Titan/TitanKronos.html) was a titan, and this model is named after him for its sheer size.
 
-### Models Merged
+By concatenating layers from different LLMs, the method used for this model, passthrough. can produce models with an exotic number of parameters (e.g., 9B with two 7B parameter models). These models are often referred to as "frankenmerges" or "Frankenstein models" by the community.
 
-The following models were included in the merge:
-* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super)
 
-### Configuration
+Many thanks to [Abacaj](https://huggingface.co/abacaj) for providing the [fine tuned weights](https://huggingface.co/abacaj/phi-2-super) that were used in the creation of this base model. You can find the full script for how the model was merged [here](https://huggingface.co/Replete-AI/Kronos-670B/blob/main/mergekit_config.yml)...thanks to [KatyTheCutie](https://huggingface.co/KatyTheCutie) for inspring me to test out this script.
 
-The following YAML configuration was used to produce this model:
+## This idea was brought to me by [The Face of Goonery](https://huggingface.co/The-Face-Of-Goonery), also known as Caleb Morgan.
+# How to run inference:
 
-```yaml
-dtype: float16
-merge_method: passthrough
-slices:
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [0,2]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [1,3]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [2,4]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [3,5]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [4,6]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [5,7]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [6,8]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [7,9]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [8,10]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [9,11]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [10,12]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [13,15]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [14,16]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [15,17]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [16,18]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [17,19]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
-  - sources:
-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
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-      layer_range: [7,9]
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-    - model: abacaj/phi-2-super
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-    - model: abacaj/phi-2-super
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-    - model: abacaj/phi-2-super
-      layer_range: [11,13]
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-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
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-    - model: abacaj/phi-2-super
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-    - model: abacaj/phi-2-super
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-    - model: abacaj/phi-2-super
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-    - model: abacaj/phi-2-super
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-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
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-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
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-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
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-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
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-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
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-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
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-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
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-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
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-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
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-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
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-    - model: abacaj/phi-2-super
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-      layer_range: [8,10]
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-      layer_range: [11,13]
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-    - model: abacaj/phi-2-super
-      layer_range: [12,14]
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-    - model: abacaj/phi-2-super
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-      layer_range: [16,18]
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-      layer_range: [17,19]
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-    - model: abacaj/phi-2-super
-      layer_range: [18,20]
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-    - model: abacaj/phi-2-super
-      layer_range: [19,21]
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-    - model: abacaj/phi-2-super
-      layer_range: [20,22]
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-    - model: abacaj/phi-2-super
-      layer_range: [21,23]
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-    - model: abacaj/phi-2-super
-      layer_range: [22,24]
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-    - model: abacaj/phi-2-super
-      layer_range: [23,25]
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-    - model: abacaj/phi-2-super
-      layer_range: [24,26]
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-    - model: abacaj/phi-2-super
-      layer_range: [25,27]
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-    - model: abacaj/phi-2-super
-      layer_range: [26,28]
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-    - model: abacaj/phi-2-super
-      layer_range: [27,29]
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-    - model: abacaj/phi-2-super
-      layer_range: [28,30]
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-    - model: abacaj/phi-2-super
-      layer_range: [29,31]
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-    - model: abacaj/phi-2-super
-      layer_range: [30,32]
+```python
+import transformers
+import torch
 
+if __name__ == "__main__":
+  model_name = "Replete-AI/Kronos-670B"
+  tokenizer = transformers.AutoTokenizer.from_pretrained(model_name)
+  
+  model = (
+      transformers.AutoModelForCausalLM.from_pretrained(
+          model_name,
+      )
+      .to("cuda:0")
+      .eval()
+  )
+  
+  messages = [
+      {"role": "user", "content": "Hello, who are you?"}
+  ]
+  inputs = tokenizer.apply_chat_template(messages, return_tensors="pt").to(model.device)
+  input_ids_cutoff = inputs.size(dim=1)
+  
+  with torch.no_grad():
+      generated_ids = model.generate(
+          input_ids=inputs,
+          use_cache=True,
+          max_new_tokens=512,
+          temperature=0.2,
+          top_p=0.95,
+          do_sample=True,
+          eos_token_id=tokenizer.eos_token_id,
+          pad_token_id=tokenizer.pad_token_id,
+      )
+  
+  completion = tokenizer.decode(
+      generated_ids[0][input_ids_cutoff:],
+      skip_special_tokens=True,
+  )
+  
+  print(completion)
 ```
+
+# Chat template
+
+The model uses the same chat template as found in Mistral instruct models:
+
+# "[Join the Replete AI Discord here!](https://discord.gg/tG5aY4EX4T)"
\ No newline at end of file