@FIR-757: Update SDK to 0.1.4 and update release to 0.0.3 for tsi-ggml (#20)

The test results with ./run_llama_cli.sh with 5 tokens is as follows

+++
root@agilex7_dk_si_agf014ea:/usr/bin/tsi/v0.1.1.tsv31_06_06_2025/bin# ./run_llama_cli.sh
 my cat's name is Max. He'

llama_perf_sampler_print:    sampling time =     111.70 ms /    11 runs   (   10.15 ms per token,    98.47 tokens per second)llama_perf_context_print:        load time =  132926.48 ms
llama_perf_context_print: prompt eval time =  109957.33 ms /     6 tokens (18326.22 ms per token,     0.05 tokens per second)
llama_perf_context_print:        eval time =  195682.91 ms /     4 runs   (48920.73 ms per token,     0.02 tokens per second)
llama_perf_context_print:       total time =  328764.01 ms /    10 tokens

GGML Tsavorite Profiling Results:
------------------------------------------------------------------------------------------------------------------------
Calls  Total(ms)    T/call  Self(ms)  Function
------------------------------------------------------------------------------------------------------------------------
33160 100086.000     3.018 47907.157  [32%] RuntimeHostShim::awaitCommandListCompletion
18920  29912.952     1.581 29912.952  └─ [10%] [ txe_silu ]
14080  22010.102     1.563 22010.102  └─ [ 7%] [ txe_mult ]
  160    253.071     1.582   253.071  └─ [ 0%] [ txe_add ]
33160      1.178     0.000     1.178  └─ [ 0%] TXE 0 Idle
    1    114.000   114.000    18.000  [ 0%] GGML Tsavorite
    1     96.000    96.000    96.000  └─ [ 0%] RuntimeHostShim::initialize
    1     52.000    52.000    52.000  [ 0%] RuntimeHostShim::finalize
33160     26.000     0.001    26.000  [ 0%] RuntimeHostShim::loadBlob
33160     23.000     0.001    23.000  [ 0%] RuntimeHostShim::finalizeCommandList
33160      5.000     0.000     5.000  [ 0%] RuntimeHostShim::addCommandToList
33161      3.000     0.000     3.000  [ 0%] RuntimeHostShim::allocate
33160      3.000     0.000     3.000  [ 0%] RuntimeHostShim::createCommandList
113720      0.000     0.000     0.000  [ 0%] RuntimeHostShim::getShmemManager
33160      0.000     0.000     0.000  [ 0%] RuntimeHostShim::launchBlob
33160      0.000     0.000     0.000  [ 0%] RuntimeHostShim::unloadBlob
33160      0.000     0.000     0.000  [ 0%] RuntimeHostShim::deallocate
========================================================================================================================
412163 308849.000     0.749308849.000  [100%] TOTAL
========================================================================================================================

root@agilex7_dk_si_agf014ea:/usr/bin/tsi/v0.1.1.tsv31_06_06_2025/bin#
+++

Author: atrivedi-tsavoritesi

tsi-pkg-build.sh

@@ -6,7 +6,7 @@ echo 'updating submodule'
 git submodule update --recursive --init
 cd ggml-tsi-kernel/
 module load tsi4 gcc/13.3.0
-export MLIR_SDK_VERSION=/proj/rel/sw/sdk-r.0.1.3
+export MLIR_SDK_VERSION=/proj/rel/sw/sdk-r.0.1.4
 echo 'creating python virtual env'
 /proj/local/Python-3.10.12/bin/python3 -m venv blob-creation
 source blob-creation/bin/activate
@@ -48,7 +48,7 @@ cmake --build build-fpga --config Release
 
 
 echo 'creating tar bundle for fpga'
-TSI_GGML_VERSION=0.0.2
+TSI_GGML_VERSION=0.0.3
 TSI_GGML_BUNDLE_INSTALL_DIR=tsi-ggml
 GGML_TSI_INSTALL_DIR=ggml-tsi-kernel
 TSI_GGML_RELEASE_DIR=/proj/rel/sw/ggml/