From cb67adaabe41b60659a8fcc23aa64f83e2cdf9c2 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 17 Jul 2026 17:05:10 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF Source: Original Platform --- .gitattributes | 50 +++++++++++++ ...B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf | 3 + ...B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf | 3 + ...8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf | 3 + ...-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf | 3 + ...8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf | 3 + ...8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf | 3 + ...-8B-Instruct-HalfAbliterated-TIES.f16.gguf | 3 + README.md | 70 +++++++++++++++++++ 17 files changed, 165 insertions(+) create mode 100644 .gitattributes create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf create mode 100644 Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f628f07 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,50 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.f16.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf new file mode 100644 index 0000000..0c5fa05 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9800e21d759ed5cbd0f0d0cd05270082905724849dca585506c69de8d484cf99 +size 3784824928 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf new file mode 100644 index 0000000..0490e3b --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4208bab2029c7a636ce4c36e298a9fb73d4e14b1bc4b7fb595090349c230bd76 +size 3682326624 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf new file mode 100644 index 0000000..7738a51 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:06c806fa355febd252180a59c82a42555dc30e35187c7766649154415c22d7be +size 3518748768 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf new file mode 100644 index 0000000..132a522 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0a923814df8fa6c7fd008d094b25cd6903aba50292fc6c78106e7c9cc8602d6 +size 4484364384 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf new file mode 100644 index 0000000..ba529c3 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d77cbd53f613c798fee007620d05a5b2a75c680761af2196a29b4eef7e75a06 +size 3179133024 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf new file mode 100644 index 0000000..5533cc1 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d15db7a5a47862db1074e850ca3ad6508eb5bbcdae5bcf9a483097255e4b315 +size 4321957984 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf new file mode 100644 index 0000000..15c706a --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af1c3ce9e4e3212fa2aaeeaf8151202c769dc008f5d67afa19e9ab1a172cda20 +size 4018919520 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf new file mode 100644 index 0000000..76d6477 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a1c22c418df38f27481f0aafb5e683d4adf19d3eb069b788b948a6d64afee0a +size 3664500832 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf new file mode 100644 index 0000000..0f00f0f --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82dfea342394166577db4d51c09feab52674e7c2f990d15604f30303c48489e4 +size 4920735840 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf new file mode 100644 index 0000000..1452372 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:790ac58d163350b6cbcbc167516657e077e62dad830257847580d682af170f39 +size 4692670560 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf new file mode 100644 index 0000000..e83ec2d --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecf34b81399958f549fd8fb52519432867362b8adbf95f1f171fbddc140f4fe8 +size 5732989024 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf new file mode 100644 index 0000000..66d0217 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22453737d1aa54daf7bbfe7a90d362ae72210b85fa46d478e7809a2eb3867006 +size 5599295584 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf new file mode 100644 index 0000000..5ab263a --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64bcd17e6fa380b5da4f6b2293e696fa58961c7e4df5aa5d36261ce56947a3b0 +size 6596008032 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf new file mode 100644 index 0000000..240a4fc --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:444b53ffe26228a675b534a208457326fc50ad51cf3eaf05c8009e996128ab39 +size 8540772448 diff --git a/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.f16.gguf b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.f16.gguf new file mode 100644 index 0000000..a759474 --- /dev/null +++ b/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:677f685d8ea6d9ee1d8972fbd9b06dd56cf8426f757213aebeabb31e22e26c90 +size 16068892768 diff --git a/README.md b/README.md new file mode 100644 index 0000000..8dab590 --- /dev/null +++ b/README.md @@ -0,0 +1,70 @@ +--- +base_model: gaverfraxz/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES +language: +- en +library_name: transformers +license: llama3.1 +quantized_by: mradermacher +tags: +- mergekit +- merge +--- +## About + + + + + + +static quants of https://huggingface.co/gaverfraxz/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-i1-GGUF +## Usage + +If you are unsure how to use GGUF files, refer to one of [TheBloke's +READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for +more details, including on how to concatenate multi-part files. + +## Provided Quants + +(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) + +| Link | Type | Size/GB | Notes | +|:-----|:-----|--------:|:------| +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q2_K.gguf) | Q2_K | 3.3 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_XS.gguf) | IQ3_XS | 3.6 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_S.gguf) | Q3_K_S | 3.8 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_S.gguf) | IQ3_S | 3.8 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ3_M.gguf) | IQ3_M | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_M.gguf) | Q3_K_M | 4.1 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q3_K_L.gguf) | Q3_K_L | 4.4 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.IQ4_XS.gguf) | IQ4_XS | 4.6 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_S.gguf) | Q4_K_S | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q4_K_M.gguf) | Q4_K_M | 5.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_S.gguf) | Q5_K_S | 5.7 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q5_K_M.gguf) | Q5_K_M | 5.8 | | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q6_K.gguf) | Q6_K | 6.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.Q8_0.gguf) | Q8_0 | 8.6 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-HalfAbliterated-TIES.f16.gguf) | f16 | 16.2 | 16 bpw, overkill | + +Here is a handy graph by ikawrakow comparing some lower-quality quant +types (lower is better): + +![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png) + +And here are Artefact2's thoughts on the matter: +https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9 + +## FAQ / Model Request + +See https://huggingface.co/mradermacher/model_requests for some answers to +questions you might have and/or if you want some other model quantized. + +## Thanks + +I thank my company, [nethype GmbH](https://www.nethype.de/), for letting +me use its servers and providing upgrades to my workstation to enable +this work in my free time. + +