[Docs] Updated docs for compatibility matrix

Signed-off-by: Wallas Santos <wallashss@ibm.com>

docs/source/serving/compatibility_matrix.rst

@@ -7,7 +7,7 @@ The table below shows mutually exclusive features along with support for some de
 
 .. list-table::
    :header-rows: 1
-   :widths: 20 8 8 8 8 8 8 8 8
+   :widths: 20 8 8 8 8 8 8 8 8 8
 
    * - Feature
      - Chunked Prefill
@@ -17,7 +17,8 @@ The table below shows mutually exclusive features along with support for some de
      - Speculative decoding
      - CUDA Graphs
      - Encoder/Decoder
-     - Logprobs*
+     - Logprobs
+     - Prompt Logprobs
    * - APC
      - ✅
      - 
@@ -29,7 +30,7 @@ The table below shows mutually exclusive features along with support for some de
      - 
      - 
    * - LoRa
-     - ❌  [[1C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/config.py#L1381)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/config.py#L1381>`__ 
      - ✅
      - 
      - 
@@ -49,9 +50,9 @@ The table below shows mutually exclusive features along with support for some de
      - 
      - 
    * - Speculative decoding
-     - ❌  [[2C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/config.py#L1024)] [[3T](https://github.com/vllm-project/vllm/issues/5016)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/config.py#L1024>`__  `[T] <https://github.com/vllm-project/vllm/issues/5016>`__ 
      - ✅
-     - ❌  [[4C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/spec_decode/spec_decode_worker.py#L85-L86)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/spec_decode/spec_decode_worker.py#L85-L86>`__ 
      - ✅
      - 
      - 
@@ -69,12 +70,12 @@ The table below shows mutually exclusive features along with support for some de
      - 
      - 
    * - Encoder/Decoder
-     - ❌  [[5C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L24)]
-     - ❌  [[6C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L16)][[18T](https://github.com/vllm-project/vllm/issues/7366)]
-     - ❌  [[7C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L35C1-L36C1)]
-     - ❌  [[8C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L55)]
-     - ❌  [[9C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L47)][[18T](https://github.com/vllm-project/vllm/issues/7366)]
-     - ❌  [[10C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L51)][[19T](https://github.com/vllm-project/vllm/issues/7447)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L24>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L16>`__ `[T] <https://github.com/vllm-project/vllm/issues/7366>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L35C1-L36C1>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L55>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L47>`__ `[T] <https://github.com/vllm-project/vllm/issues/7366>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/worker/utils.py#L51>`__ `[T] <https://github.com/vllm-project/vllm/issues/7447>`__ 
      - 
      - 
      - 
@@ -83,7 +84,7 @@ The table below shows mutually exclusive features along with support for some de
      - ✅
      - ✅
      - ✅
-     - ❌ [[11C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/engine/output_processor/multi_step.py#L52)]
+     - ❌ `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/engine/output_processor/multi_step.py#L52>`__ 
      - ✅
      - ✅
      - 
@@ -93,7 +94,7 @@ The table below shows mutually exclusive features along with support for some de
      - ✅
      - ✅
      - ✅
-     - ❌ [[11C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/engine/output_processor/multi_step.py#L52)]
+     - ❌ `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/engine/output_processor/multi_step.py#L52>`__ 
      - ✅
      - ✅
      - ✅
@@ -109,13 +110,13 @@ The table below shows mutually exclusive features along with support for some de
      - ✅
      - ✅
    * - CPU
-     - ❌  [[12C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L328)]
-     - ❌  [[13C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L337)]
-     - ❌  [[14C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L29)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L328>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L337>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L29>`__ `[T] <https://github.com/vllm-project/vllm/pull/4830>`__ 
      - ?
      - ✅
-     - ❌  [[15C](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L318)]
-     - ❌  [[16](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/tests/models/test_bart.py#L8)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/vllm/executor/cpu_executor.py#L318>`__ 
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/tests/models/test_bart.py#L8>`__ 
      - ✅
      - ✅
    * - AMD
@@ -125,15 +126,11 @@ The table below shows mutually exclusive features along with support for some de
      - ✅
      - ✅
      - ✅
-     - ❌  [[17](https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/tests/kernels/test_encoder_decoder_attn.py#L753)]
+     - ❌  `[C] <https://github.com/vllm-project/vllm/blob/757ac70a64b5a643b68281c0b65f72f847cedbd6/tests/kernels/test_encoder_decoder_attn.py#L753>`__ 
      - ✅
      - ✅
-
+     
 Note:
 
-- Logprobs include the support for both output logbrobs and prompt logprobs.
-
-Related Issues:
-
-- Encoder/Decoder feature compatibility https://github.com/vllm-project/vllm/issues/7366
-- Speculative decoding with chunked prefill https://github.com/vllm-project/vllm/issues/5016
+[C] stands for code checks, that is, there is a checking on running that verify if the combinations is valid and raises and error or log a warning disabling the feature. 
+[T] stands for tracking issues or pull requests on vLLM Repo