measurement.json

README.md

@@ -0,0 +1,129 @@
+---
+pipeline_tag: text-generation
+inference: true
+widget:
+- text: 'def print_hello_world():'
+  example_title: Hello world
+  group: Python
+datasets:
+- bigcode/the-stack-v2-train
+license: bigcode-openrail-m
+library_name: transformers
+tags:
+- code
+model-index:
+- name: starcoder2-3b
+  results:
+  - task:
+      type: text-generation
+    dataset:
+      name: CruxEval-I
+      type: cruxeval-i
+    metrics:
+    - type: pass@1
+      value: 32.7
+  - task:
+      type: text-generation
+    dataset:
+      name: DS-1000
+      type: ds-1000
+    metrics:
+    - type: pass@1
+      value: 25.0
+  - task:
+      type: text-generation
+    dataset:
+      name: GSM8K (PAL)
+      type: gsm8k-pal
+    metrics:
+    - type: accuracy
+      value: 27.7
+  - task:
+      type: text-generation
+    dataset:
+      name: HumanEval+
+      type: humanevalplus
+    metrics:
+    - type: pass@1
+      value: 27.4
+  - task:
+      type: text-generation
+    dataset:
+      name: HumanEval
+      type: humaneval
+    metrics:
+    - type: pass@1
+      value: 31.7
+  - task:
+      type: text-generation
+    dataset:
+      name: RepoBench-v1.1
+      type: repobench-v1.1
+    metrics:
+    - type: edit-smiliarity
+      value: 71.19
+quantized_by: bartowski
+---
+
+## Exllama v2 Quantizations of starcoder2-3b
+
+Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.19">turboderp's ExLlamaV2 v0.0.19</a> for quantization.
+
+<b>The "main" branch only contains the measurement.json, download one of the other branches for the model (see below)</b>
+
+Each branch contains an individual bits per weight, with the main one containing only the meaurement.json for further conversions.
+
+Conversion was done using the default calibration dataset.
+
+Default arguments used except when the bits per weight is above 6.0, at that point the lm_head layer is quantized at 8 bits per weight instead of the default 6.
+
+Original model: https://huggingface.co/bigcode/starcoder2-3b
+
+
+<a href="https://huggingface.co/bartowski/starcoder2-3b-exl2/tree/8_0">8.0 bits per weight</a>
+
+<a href="https://huggingface.co/bartowski/starcoder2-3b-exl2/tree/6_5">6.5 bits per weight</a>
+
+<a href="https://huggingface.co/bartowski/starcoder2-3b-exl2/tree/5_0">5.0 bits per weight</a>
+
+<a href="https://huggingface.co/bartowski/starcoder2-3b-exl2/tree/4_25">4.25 bits per weight</a>
+
+<a href="https://huggingface.co/bartowski/starcoder2-3b-exl2/tree/3_5">3.5 bits per weight</a>
+
+
+## Download instructions
+
+With git:
+
+```shell
+git clone --single-branch --branch 6_5 https://huggingface.co/bartowski/starcoder2-3b-exl2
+```
+
+With huggingface hub (credit to TheBloke for instructions):
+
+```shell
+pip3 install huggingface-hub
+```
+
+To download the `main` (only useful if you only care about measurement.json) branch to a folder called `starcoder2-3b-exl2`:
+
+```shell
+mkdir starcoder2-3b-exl2
+huggingface-cli download bartowski/starcoder2-3b-exl2 --local-dir starcoder2-3b-exl2 --local-dir-use-symlinks False
+```
+
+To download from a different branch, add the `--revision` parameter:
+
+Linux:
+
+```shell
+mkdir starcoder2-3b-exl2-6_5
+huggingface-cli download bartowski/starcoder2-3b-exl2 --revision 6_5 --local-dir starcoder2-3b-exl2-6_5 --local-dir-use-symlinks False
+```
+
+Windows (which apparently doesn't like _ in folders sometimes?):
+
+```shell
+mkdir starcoder2-3b-exl2-6.5
+huggingface-cli download bartowski/starcoder2-3b-exl2 --revision 6_5 --local-dir starcoder2-3b-exl2-6.5 --local-dir-use-symlinks False
+```