A survey for the tool chain.

edited November 2021 in AI Model migration

Hi,

In order to make Kneron tool chain more friendly and easy to use.

we would like to know your opinion regarding tool chain.

if you've used it, please help us to answer following questions:

1 Company name 

請填入公司/學校名稱

2 your name 

您的名字

3 "Have you ever met problem during using Kneron tool chain?,if yes, what is it?

您在使用tool chain上是否有遇過問題?主要是

  1. ONNX Workflow: to export model to ONNX (ONNX Workflow: 將模型輸出轉換成ONNX)
  2. preprocess setting: input_data= = [preprocess()...],img_preprocess_method, image handling base on the model requirement.(preprocess setting: input_data = [preprocess()...],img_preprocess_method, 針對模型的需求處理圖片)
  3. BIE Workflow: km.analysis, compilerIpevaluator_x20.sh, fpAnalyserCompilerIpevaluator_x20.py, model quantization. (BIE Workflow: km.analysis, compilerIpevaluator_x20.sh, fpAnalyserCompilerIpevaluator_x20.py, 將模型量化)
  4. NEF Workflow: ktc.compile, batchCompile_x20.py
  5. I didn't have any problem at all. (我沒遇到任何問題)
  6. others ? (其他)

4 "How do you use Kneron tool chain? Do you follow documents? or ask FAE? or ask questions in the forum? or you figure out by yourself? 

您是如何使用Kneron tool chain的?是參考文檔?詢問Kneron FAE?在論壇發問?還是自己找到答案的?"

5 "Do you have a python based algorithm (models including pre process and post process) or C based algorithm?

請問您是使用Python的算法還是C的算法?"

6 "Do you know what is preprocess setting?

你知道什麼是preprocess setting嗎?"

7 "How do you set the preprocess setting? Is the document clear to you?

請問您如何設置preprocess setting的?相關的文檔對您來說充分嗎?"

8 Do you know what floating point and fix point is?, The Kneron NPU structure is INT8, do you know the difference between floating point and INT8?

你知道什麼是浮點和定點,耐能的NPU架構是INT8,你知道INT8與浮點的差異嗎?

9 Do you use kneron inference in Kneron tool chain to compare floating and fixed result?

請問您會使用Kneron tool chain來比對浮點跟定點的結果嗎?"

10 Before using Kneron tool chain, have you ever check your floating point model's accuracy in your computer?

在使用耐能的tool chain之前,您有在電腦上跑過浮點的模型並且了解他的準確度是多少嗎?

11 "Please describe how you check your model's accuracy in your computer?

請簡單的描述一下您在PC上如何確認浮點模型的準確度?"

12 "After you generate the FX model and setup pre/post process, do you check accuracy on Kneron tool chain? Do you see accuracy loss here?

在您生成FX model以及設置好pre/post process之後,您會在Kneron tool chain確認其準確度嗎?如果會的話,請問您有發現準確度降低嗎?"

13 "Do you check bit match between bie and nef inference result in toolchain ?

您會在tool chain中做bie與nef inference結果中比對是否bit match嗎?"

14 "Do you check bit match between tool chain simulation and the on-device results?

您會在tool chain的仿真結果與實際樣品的結果中比對是否bit match嗎?"

15 "What function do you expect Kneron tool chain can accomplish? What feature do you think Kneron toolchain miss? Which feature could be improved? by How?

您有希望Kneron tool chain可以幫忙完成什麼事嗎?有什麼功能你覺得Kneron tool chain缺失的?有什麼功能覺得需要加強的?希望如何加強?"

16 "other suggestions?

對tool chain有沒有其他的建議?"

This is questionnaire in excel format, you are also welcome to use it to answer the questions.


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