Merge branch 'main' into update-server-infer-docs

CONTRIBUTING.md

@@ -77,7 +77,7 @@ For documentation edits, include:
 
 ## Question or Problem
 
-- Sign up or log in to our [**Neural Magic Community Slack**](https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ). We are growing the community member by member and happy to see you there. Post all other questions including support or how to contribute. Don’t forget to search through existing discussions to avoid duplication! Thanks!
+- Sign up or log in to our [**Neural Magic Community Slack**](https://neuralmagic.com/community/). We are growing the community member by member and happy to see you there. Post all other questions including support or how to contribute. Don’t forget to search through existing discussions to avoid duplication! Thanks!
 
 Post all other questions including support or how to contribute. Don’t forget to search through existing discussions to avoid duplication! Thanks!
 

README.md

@@ -16,16 +16,16 @@ limitations under the License.
 
 
 <div style="display: flex; flex-direction: column; align-items: center;">
-  <h1>
-    <img alt="tool icon" src="https://raw.githubusercontent.com/neuralmagic/deepsparse/main/docs/old/source/icon-deepsparse.png" />
-    &nbsp;&nbsp;DeepSparse
+  <h1 style="display: flex; align-items: center;" >
+     <img width="60" height="60" alt="tool icon" src="https://neuralmagic.com/wp-content/uploads/2024/03/icon_DeepSparse-005.png" />
+      <span>&nbsp;&nbsp;DeepSparse</span>
   </h1>
   <h4>Sparsity-aware deep learning inference runtime for CPUs</h4>
   <div align="center">
   <a href="https://docs.neuralmagic.com/deepsparse/">
     <img alt="Documentation" src="https://img.shields.io/badge/documentation-darkred?&style=for-the-badge&logo=read-the-docs" height="20" />
   </a>
-  <a href="https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ/">
+  <a href="https://neuralmagic.com/community/">
     <img alt="Slack" src="https://img.shields.io/badge/slack-purple?style=for-the-badge&logo=slack" height="20" />
   </a>
   <a href="https://github.com/neuralmagic/deepsparse/issues/">
@@ -74,7 +74,7 @@ print(pipeline(prompt, max_new_tokens=75).generations[0].text)
 # Sparsity is the property of a matrix or other data structure in which a large number of elements are zero and a smaller number of elements are non-zero. In the context of machine learning, sparsity can be used to improve the efficiency of training and prediction.
 ```
 
-> [Check out the `TextGeneration` documentation for usage details.](https://github.com/neuralmagic/deepsparse/blob/main/docs/llms/text-generation-pipeline.md)
+Check out the [`TextGeneration` documentation for usage details](https://github.com/neuralmagic/deepsparse/blob/main/docs/llms/text-generation-pipeline.md) and get the [latest sparsified LLMs on our HF Collection](https://huggingface.co/collections/neuralmagic/deepsparse-sparse-llms-659d61e81774dd48343642bf).
 
 ### Sparsity :handshake: Performance
 
@@ -213,7 +213,7 @@ Confirm that telemetry is shut off through info logs streamed with engine invoca
 ### Get In Touch
 
 - [Contribution Guide](https://github.com/neuralmagic/deepsparse/blob/main/CONTRIBUTING.md)
-- [Community Slack](https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ)
+- [Community Slack](https://neuralmagic.com/community/)
 - [GitHub Issue Queue](https://github.com/neuralmagic/deepsparse/issues) 
 - [Subscribe To Our Newsletter](https://neuralmagic.com/subscribe/)
 - [Blog](https://www.neuralmagic.com/blog/) 

src/deepsparse/transformers/README.md

@@ -151,9 +151,12 @@ https://sparsezoo.neuralmagic.com/?useCase=text_generation)
 ```python
 from deepsparse import Pipeline
 
-opt_pipeline = Pipeline.create(task="opt", model_path="zoo:opt-1.3b-opt_pretrain-quantW8A8")
+llama_pipeline = Pipeline.create(
+    task="text-generation",
+    model_path="zoo:llama2-7b-ultrachat200k_llama2_pretrain-pruned50_quantized"
+)
 
-inference = opt_pipeline("Who is the president of the United States?")
+inference = llama_pipeline("Who is the president of the United States?")
 
 >> 'The president of the United States is the head of the executive branch of government...'
 ```
@@ -163,7 +166,7 @@ Spinning up:
 ```bash
 deepsparse.server \
     --task text-generation \
-    --model_path zoo:opt-1.3b-opt_pretrain-pruned50_quantW8A8
+    --model_path zoo:llama2-7b-ultrachat200k_llama2_pretrain-pruned50_quantized
 ```
 
 Making a request: