From bf36c4ddc540805c486d56c6f019f156ca743944 Mon Sep 17 00:00:00 2001
From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com>
Date: Tue, 31 Oct 2023 10:39:50 -0400
Subject: [PATCH] Feature/try rst cleanup (#118)

* last doc cleanups

* cleanup and ready for release
---
 README.md                |  4 ---
 docs/source/api/main.rst | 65 ++++++++++++++++++++--------------------
 docs/source/index.rst    |  2 +-
 pyproject.toml           |  2 +-
 4 files changed, 34 insertions(+), 39 deletions(-)

diff --git a/README.md b/README.md
index 06ce0e8..1487919 100644
--- a/README.md
+++ b/README.md
@@ -289,10 +289,6 @@ Note: The same dependencies available with pip installation are also available h
   - `accelerate`: `^0.23.0`
   - `datasets`: `^2.14.5`
   - `transformers`: `^4.33.1`
-- **Llama-Index**:
-  - `llama-index`: `^0.8.29.post1`
-- **Llama-CPP**:
-  - `llama-cpp-python`: `^0.2.11`
 - **VLLM Tools**:
   - `vllm`: `0.2.0`
 ---
diff --git a/docs/source/api/main.rst b/docs/source/api/main.rst
index 8b8f7a9..06a523c 100644
--- a/docs/source/api/main.rst
+++ b/docs/source/api/main.rst
@@ -17,7 +17,7 @@ Search Endpoint
 
 - **URL**: ``/search``
 - **Method**: ``POST``
-- **Description**: This endpoint interacts with the Retriever module of the SciPhi codebase, allowing you to search for related documents based on the provided queries.
+- **Description**: This endpoint interacts with the Retriever module of the SciPhi-Infra codebase, allowing you to search for related documents based on the provided queries.
 
 **Request Body**:
   - ``queries``: A list of query strings for which related documents should be retrieved.
@@ -35,7 +35,7 @@ A list of lists containing Document objects, where each list corresponds to the
         -H "Content-Type: application/json" \
         -d '{"queries": ["What is general relativity?", "Who is Albert Einstein?"], "top_k": 5}'
 
-This request queries the SciPhi World Database. The expected response is:
+The expected response is:
 
 .. code-block:: none
 
@@ -51,42 +51,41 @@ SciPhi adheres to the API specification of OpenAI's API, allowing compatibility
 
 .. code-block:: bash
 
-curl https://api.sciphi.ai/v1/completions \
-  -H "Content-Type: application/json" \
-  -H "Authorization: Bearer 55c51253002ed4f7d1dd3afbe2a72635" \
-  -d '{
-     "model": "SciPhi/SciPhi-Self-RAG-Mistral-7B-32k",
-     "prompt": "Say this is a test.",
-     "temperature": 0.7
-   }'
+    curl https://api.sciphi.ai/v1/completions \
+      -H "Content-Type: application/json" \
+      -H "Authorization: Bearer $SCIPHI_API_KEY" \
+      -d '{
+         "model": "SciPhi/SciPhi-Self-RAG-Mistral-7B-32k",
+         "prompt": "Say this is a test.",
+         "temperature": 0.7
+       }'
 
-
-After executing the above request with the SciPhi/SciPhi-Self-RAG-Mistral-7B-32k model, the expected response is:
+The expected response is:
 
 .. code-block:: json
 
-{
-    "id":"cmpl-f03f53c15a174ffe89bdfc83507de7a9",
-    "object":"text_completion",
-    "created":1698730137,
-    "model":"SciPhi/SciPhi-Self-RAG-Mistral-7B-32k",
-    "choices":[
-        {
-            "index":0,
-            "text":"This is a test.",
-            "logprobs":null,
-            "finish_reason":"length"
-        }
-    ],
-    "usage":
-        {
-            "prompt_tokens":7,
-            "total_tokens":23,
-            "completion_tokens":16
-        }
-}                                                                                                                                                                           (base) ocolegrove@MacBook-Pro-5 sciphi-core % 
+    {
+        "id":"cmpl-f03f53c15a174ffe89bdfc83507de7a9",
+        "object":"text_completion",
+        "created":1698730137,
+        "model":"SciPhi/SciPhi-Self-RAG-Mistral-7B-32k",
+        "choices":[
+            {
+                "index":0,
+                "text":"This is a test.",
+                "logprobs":null,
+                "finish_reason":"length"
+            }
+        ],
+        "usage":
+            {
+                "prompt_tokens":7,
+                "total_tokens":15,
+                "completion_tokens":8
+            }
+    }
 
 API Key and Signup
 ------------------
 
-To access the SciPhi API, you need an API key. If you don't possess one, you can sign up `here <https://www.sciphi.ai/signup>`_. Ensure you include the API key in your request headers as shown in the examples.
+To access the SciPhi API, you need an API key. If you don't possess one, you can sign up `here <https://www.sciphi.ai/signup>`_. Ensure you include the API key in your request headers as shown in the examples.
\ No newline at end of file
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 5f00a9e..09ee263 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -26,7 +26,7 @@ SciPhi is a powerful knowledge engine tailored for LLM-based inference, data gen
 
 With SciPhi, you can:
 
-* Tap into the **Retriever-Augmented Generation (RAG)** for data anchoring to real-world sources.
+* Leverage **Retriever-Augmented Generation (RAG)** for better accuracy and efficiency.
    - Features like end-to-end cloud and local RAG knowledge engine APIs are underway!
 * Generate truthful datasets using various LLMs, supporting **Anthropic**, **OpenAI**, **vLLM**, and **SciPhi**.
 * Custom tailor your data creation for applications such as LLM training, RAG, and beyond.
diff --git a/pyproject.toml b/pyproject.toml
index d3d4872..6b1de24 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ write_to = "sciphi/_version.py"
 
 [tool.poetry]
 name = "sciphi"
-version = "0.1.6"
+version = "0.1.7"
 description = "SciPhi: A Framework for LLM Powered Data."
 authors = ["Owen Colegrove <owen@sciphi.ai>"]
 license = "Apache-2.0"