Add new training recipes for v5p and update README links

Author: xibinliu

microbenchmarks/trillium/collectives/README.md

@@ -1,7 +1,7 @@
 # Instructions for running Collectives Benchmark on TPU trillium (v6e-256)
 
 ## XPK setup
-Please follow this [link](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow this [link](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Run Collectives on v6e-256
 

training/trillium/MAXTEXT_README.md renamed to training/MAXTEXT_README.md

@@ -1,12 +1,12 @@
 # Instructions for training GPT3-175B-Maxtext on TPU trillium
 
 ## XPK setup
-Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext 
 
 ### Install MaxText and Build Docker Image
-Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
+Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
 
 In step 1, use the MaxText [tpu-recipes-v0.1.2](https://github.com/AI-Hypercomputer/maxtext/releases/tag/tpu-recipes-v0.1.2) tag to run this recipe:
 ```

training/trillium/XPK_README.md renamed to training/XPK_README.md

@@ -1,10 +1,10 @@
 # Instructions for training GPT3-175B-Maxtext on TPU trillium
 
 ## XPK setup
-Please follow this [link](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow this [link](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext 
-Please follow this [link](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build docker image
+Please follow this [link](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build docker image
 
 ## Run Maxtext GPT3-175B workloads on GKE
 

training/trillium/GPT3-175B-MaxText/bf16/README.md

@@ -1,12 +1,12 @@
 # Instructions for training Llama2-70B-Maxtext on TPU trillium
 
 ## XPK setup
-Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext 
 
 ### Install MaxText and Build Docker Image
-Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
+Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
 
 In step 1, use the MaxText [tpu-recipes-v0.1.2](https://github.com/AI-Hypercomputer/maxtext/releases/tag/tpu-recipes-v0.1.2) tag to run this recipe:
 ```

training/trillium/GPT3-175B-MaxText/fp8/README.md

@@ -1,12 +1,12 @@
 # Instructions for training Llama3.1-405B-MaxText on TPU trillium
 
 ## XPK setup
-Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext
 
 ### Install MaxText and Build Docker Image
-Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
+Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
 
 In step 1, use the MaxText [tpu-recipes-v0.1.2](https://github.com/AI-Hypercomputer/maxtext/releases/tag/tpu-recipes-v0.1.2) tag to run this recipe:
 ```

training/trillium/Llama2-70B-MaxText/README.md

@@ -1,12 +1,12 @@
 # Instructions for training Llama3.1-70B-MaxText on TPU trillium (v6e-128)
 
 ## XPK setup
-Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext
 
 ### Install MaxText and Build Docker Image
-Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
+Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
 
 In step 1, use the MaxText [tpu-recipes-v0.1.4](https://github.com/AI-Hypercomputer/maxtext/releases/tag/tpu-recipes-v0.1.4) tag to run this recipe:
 ```

training/trillium/Llama3.1-405B-MaxText/README.md

@@ -1,12 +1,12 @@
 # Instructions for training Llama3.1-70B-MaxText on TPU trillium (v6e-256)
 
 ## XPK setup
-Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext
 
 ### Install MaxText and Build Docker Image
-Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
+Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
 
 In step 1, use the MaxText [tpu-recipes-v0.1.4](https://github.com/AI-Hypercomputer/maxtext/releases/tag/tpu-recipes-v0.1.4) tag to run this recipe:
 ```

training/trillium/Llama3.1-70B-MaxText/v6e-128/README.md

@@ -1,12 +1,12 @@
 # Instructions for training Llama3.1-70B-MaxText on TPU trillium (v6e-32)
 
 ## XPK setup
-Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/XPK_README.md) to create your GKE cluster with XPK
+Please follow the [XPK_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/XPK_README.md) to create your GKE cluster with XPK
 
 ## Prep for Maxtext
 
 ### Install MaxText and Build Docker Image
-Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/trillium/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
+Please follow the [MAXTEXT_README](https://github.com/AI-Hypercomputer/tpu-recipes/blob/main/training/MAXTEXT_README.md) to install maxtext and build the docker image. The following variables should be set:
 
 In step 1, use the MaxText [tpu-recipes-v0.1.4](https://github.com/AI-Hypercomputer/maxtext/releases/tag/tpu-recipes-v0.1.4) tag to run this recipe:
 ```