Update models README with a title

Author: XkunW

vec_inf/models/README.md

@@ -1,10 +1,13 @@
-# [Cohere for AI: Command R](https://huggingface.co/collections/CohereForAI/c4ai-command-r-plus-660ec4c34f7a69c50ce7f7b9) 
+# Available Models
+More profiling metrics coming soon!
+
+## [Cohere for AI: Command R](https://huggingface.co/collections/CohereForAI/c4ai-command-r-plus-660ec4c34f7a69c50ce7f7b9) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
 |[`c4ai-command-r-plus`](https://huggingface.co/CohereForAI/c4ai-command-r-plus)| 8x a40 (2 nodes, 4 a40/node) | 412 tokens/s | 541 tokens/s |
 
-# [Code Llama](https://huggingface.co/collections/meta-llama/code-llama-family-661da32d0a9d678b6f55b933) 
+## [Code Llama](https://huggingface.co/collections/meta-llama/code-llama-family-661da32d0a9d678b6f55b933) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
@@ -17,13 +20,13 @@
 | [`CodeLlama-70b-hf`](https://huggingface.co/meta-llama/CodeLlama-70b-hf) | 4x a40 | - tokens/s | - tokens/s |
 | [`CodeLlama-70b-Instruct-hf`](https://huggingface.co/meta-llama/CodeLlama-70b-Instruct-hf) | 4x a40 | - tokens/s | - tokens/s |
 
-# [Databricks: DBRX](https://huggingface.co/collections/databricks/dbrx-6601c0852a0cdd3c59f71962) 
+## [Databricks: DBRX](https://huggingface.co/collections/databricks/dbrx-6601c0852a0cdd3c59f71962) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
 |[`dbrx-instruct`](https://huggingface.co/databricks/dbrx-instruct)| 8x a40 (2 nodes, 4 a40/node) | 107 tokens/s | 904 tokens/s |
 
-# [Google: Gemma 2](https://huggingface.co/collections/google/gemma-2-release-667d6600fd5220e7b967f315) 
+## [Google: Gemma 2](https://huggingface.co/collections/google/gemma-2-release-667d6600fd5220e7b967f315) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
@@ -32,21 +35,21 @@
 | [`gemma-2-27b`](https://huggingface.co/google/gemma-2-27b) | 2x a40 | - tokens/s | - tokens/s |
 | [`gemma-2-27b-it`](https://huggingface.co/google/gemma-2-27b-it) | 2x a40 | - tokens/s | - tokens/s |
 
-# [LLaVa-1.5](https://huggingface.co/collections/llava-hf/llava-15-65f762d5b6941db5c2ba07e0) 
+## [LLaVa-1.5](https://huggingface.co/collections/llava-hf/llava-15-65f762d5b6941db5c2ba07e0) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
 |[`llava-1.5-7b-hf`](https://huggingface.co/llava-hf/llava-1.5-7b-hf)| 1x a40 | - tokens/s | - tokens/s |
 |[`llava-1.5-13b-hf`](https://huggingface.co/llava-hf/llava-1.5-13b-hf)| 1x a40 | - tokens/s | - tokens/s |
 
-# [LLaVa-NeXT](https://huggingface.co/collections/llava-hf/llava-next-65f75c4afac77fd37dbbe6cf) 
+## [LLaVa-NeXT](https://huggingface.co/collections/llava-hf/llava-next-65f75c4afac77fd37dbbe6cf) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
 |[`llava-v1.6-mistral-7b-hf`](https://huggingface.co/llava-hf/llava-v1.6-mistral-7b-hf)| 1x a40 | - tokens/s | - tokens/s |
 |[`llava-v1.6-34b-hf`](https://huggingface.co/llava-hf/llava-v1.6-34b-hf)| 2x a40 | - tokens/s | - tokens/s |
 
-# [Meta: Llama 2](https://huggingface.co/collections/meta-llama/llama-2-family-661da1f90a9d678b6f55773b) 
+## [Meta: Llama 2](https://huggingface.co/collections/meta-llama/llama-2-family-661da1f90a9d678b6f55773b) 
 
 | Variant | Suggested resource allocation |
 |:----------:|:----------:|
@@ -57,7 +60,7 @@
 | [`Llama-2-70b-hf`](https://huggingface.co/meta-llama/Llama-2-70b-hf) | 4x a40 |
 | [`Llama-2-70b-chat-hf`](https://huggingface.co/meta-llama/Llama-2-70b-chat-hf) | 4x a40 |
 
-# [Meta: Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6) 
+## [Meta: Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
@@ -66,17 +69,17 @@
 | [`Meta-Llama-3-70B`](https://huggingface.co/meta-llama/Meta-Llama-3-70B) | 4x a40 | 81 tokens/s | 618 tokens/s |
 | [`Meta-Llama-3-70B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct) | 4x a40 | 301 tokens/s | 660 tokens/s |
 
-# [Meta: Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f) 
+## [Meta: Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
 | [`Meta-Llama-3.1-8B`](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B) | 1x a40 | - tokens/s | - tokens/s |
 | [`Meta-Llama-3.1-8B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) | 1x a40 | - tokens/s | - tokens/s |
 | [`Meta-Llama-3.1-70B`](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B) | 4x a40 | - tokens/s | - tokens/s |
 | [`Meta-Llama-3.1-70B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct) | 4x a40 | - tokens/s | - tokens/s |
-| [`Meta-Llama-3.1-405B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct) | 32x a40 | - tokens/s | - tokens/s |
+| [`Meta-Llama-3.1-405B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct) | 32x a40 (8 nodes, 4 a40/node) | - tokens/s | - tokens/s |
 
-# [Mistral AI: Mistral](https://huggingface.co/mistralai) 
+## [Mistral AI: Mistral](https://huggingface.co/mistralai) 
 
 | Variant (Mistral) | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
@@ -87,15 +90,15 @@
 |[`Mistral-7B-Instruct-v0.3`](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3)| 1x a40 | - tokens/s | - tokens/s|
 |[`Mistral-Large-Instruct-2407`](https://huggingface.co/mistralai/Mistral-Large-Instruct-2407)| 4x a40 | - tokens/s | - tokens/s|
 
-# [Mistral AI: Mixtral](https://huggingface.co/mistralai) 
+## [Mistral AI: Mixtral](https://huggingface.co/mistralai) 
 
 | Variant (Mixtral) | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|
 |[`Mixtral-8x7B-Instruct-v0.1`](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1)| 4x a40 | 222 tokens/s | 1543 tokens/s |
 |[`Mixtral-8x22B-v0.1`](https://huggingface.co/mistralai/Mixtral-8x22B-v0.1)| 8x a40 (2 nodes, 4 a40/node) | 145 tokens/s | 827 tokens/s|
 |[`Mixtral-8x22B-Instruct-v0.1`](https://huggingface.co/mistralai/Mixtral-8x22B-Instruct-v0.1)| 8x a40 (2 nodes, 4 a40/node) | 95 tokens/s | 803 tokens/s|
 
-# [Microsoft: Phi 3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3) 
+## [Microsoft: Phi 3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3) 
 
 | Variant | Suggested resource allocation | Avg prompt throughput | Avg generation throughput |
 |:----------:|:----------:|:----------:|:----------:|