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Guolin-Yin / FewSense

The code for paper "FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning"
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Ask for help with yourFewSense code #2

Open Truthmm opened 4 months ago

Truthmm commented 4 months ago

Hello, I am a graduate student trying to replicate your code. I have completed a cross domain experiment on the SignFi dataset, but I did not understand the fine-tuning and cross dataset parts and cannot replicate them. I hope you can provide some help. thank you very much indeed

Guolin-Yin commented 4 months ago

Can you be more specific

From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

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Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月29日(星期三) 下午4:56 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

Can you quote the corresponding code and I will help you understand it

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Truthmm commented 4 months ago

If I want to call the fine-tuning method, just set this parameter to 1, but the effect doesn't seem to improve

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

Can you be more specific

From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

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Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月29日(星期三) 下午4:56 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

Can you quote the corresponding code and I will help you understand it

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Guolin-Yin commented 4 months ago

I'm very sorry to bother you again, but I still haven't figured out the purpose of modelFineTuning. py. For example, the tuningSignFi defined in the diagram is not used elsewhere … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.**@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; ― Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

The tuningSignFi function aims to tuning the model for signfi dataset, it will save the fine-tuned dataset directly.

Guolin-Yin commented 4 months ago

If I want to call the fine-tuning method, just set this parameter to 1, but the effect doesn't seem to improve … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.**@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; ― Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

what does "this parameter" refer to?

for the Widar dataset, you need to dowsample the signal to number of sampling point of 200.

Guolin-Yin commented 4 months ago

you can quote the code in the corresponding file, so I can reply you more specific

Guolin-Yin commented 4 months ago

It for the tuning the pretrained model of signfi, build model function is for creating the model for finetuning or pretraining

Best wishes, Guolin

From: Truthmm @.> Sent: Saturday, June 1, 2024 9:12:19 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

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Do you mean this tuningSignFi function is the dataset for fine-tuning? So what is the purpose of this buildTuneModel?

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年6月1日(星期六) 下午3:15 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

I'm very sorry to bother you again, but I still haven't figured out the purpose of modelFineTuning. py. For example, the tuningSignFi defined in the diagram is not used elsewhere … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it D Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; D Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

The tuningSignFi function aims to tuning the model for signfi dataset, it will save the fine-tuned dataset directly.

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Guolin-Yin commented 4 months ago

"this parameter"  is applyFinetuneModel … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年6月1日(星期六) 下午3:17 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) If I want to call the fine-tuning method, just set this parameter to 1, but the effect doesn't seem to improve … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; ― Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.> what does "this parameter" refer to? for the Widar dataset, you need to dowsample the signal to number of sampling point of 200. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.>

please quote the line in the original code using copy line

Guolin-Yin commented 4 months ago

"this parameter"  is applyFinetuneModel … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年6月1日(星期六) 下午3:17 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) If I want to call the fine-tuning method, just set this parameter to 1, but the effect doesn't seem to improve … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; ― Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.> what does "this parameter" refer to? for the Widar dataset, you need to dowsample the signal to number of sampling point of 200. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.>

don't just reply to the email, it is confusing. before you apply the tuning model, ensure you loaded correct model, which has been well finetuned

Guolin-Yin commented 4 months ago

ok，This is the result of my run with the original model, and now I just want to try to use the fine-tuning model.

------------------ 原始邮件 ------------------

发件人: "Guolin-Yin/FewSense" @.***>;

发送时间: 2024年6月1日(星期六) 下午4:42

@.***>;

@.**@.>;

主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

"this parameter"  is applyFinetuneModel

…

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年6月1日(星期六) 下午3:17 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) If I want to call the fine-tuning method, just set this parameter to 1, but the effect doesn't seem to improve … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; ― Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.> what does "this parameter" refer to? for the Widar dataset, you need to dowsample the signal to number of sampling point of 200. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.>

don't just reply to the email, it is confusing. before you apply the tuning model, ensure you loaded correct model, which has been well finetuned

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Reply to this email directly, view it on GitHub, or unsubscribe.

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I don't get it, what is your issue? Do you have idea how to quote code?

Truthmm commented 4 months ago

Sorry, I replied to you with a picture that you may not be able to see

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年6月1日(星期六) 下午4:57 @.>; @.**@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

ok，This is the result of my run with the original model, and now I just want to try to use the fine-tuning model.

------------------ 原始邮件 ------------------

发件人: "Guolin-Yin/FewSense" @.***>;

发送时间: 2024年6月1日(星期六) 下午4:42

@.***>;

@.@.>;

主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2)

"this parameter"  is applyFinetuneModel

…

------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年6月1日(星期六) 下午3:17 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) If I want to call the fine-tuning method, just set this parameter to 1, but the effect doesn't seem to improve … ------------------ 原始邮件 ------------------ 发件人: "Guolin-Yin/FewSense" @.>; 发送时间: 2024年5月30日(星期四) 下午2:05 @.>; @.@.>; 主题: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you be more specific ____ From: Truthmm @.> Sent: Thursday, May 30, 2024 6:47:57 AM To: Guolin-Yin/FewSense @.> Cc: Yin, Guolin @.>; Comment @.> Subject: Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Caution: This email originated from outside of the University. Do not click links or open attachments unless you recognise the source of this email and know the content is safe. Check sender address, hover over URLs and don't open suspicious email attachments. Thank you very much. I noticed that I cannot understand and run the fine-tuning code，modelFineTuning.py ------------------&nbsp;原始邮件&nbsp;------------------ 发件人: "Guolin-Yin/FewSense" @.&gt;; 发送时间:&nbsp;2024年5月29日(星期三) 下午4:56 @.&gt;; @.@.&gt;; 主题:&nbsp;Re: [Guolin-Yin/FewSense] Ask for help with yourFewSense code (Issue #2) Can you quote the corresponding code and I will help you understand it ― Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.&gt; ― Reply to this email directly, view it on GitHub<#2 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ARQLBCYNZT6PLVXIYJUXVITZE24Q3AVCNFSM6AAAAABIKVFJ3GVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCMZYG4ZDQNZUGM&gt;. You are receiving this because you commented.Message ID: @.> — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.> what does "this parameter" refer to? for the Widar dataset, you need to dowsample the signal to number of sampling point of 200. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.>

don't just reply to the email, it is confusing. before you apply the tuning model, ensure you loaded correct model, which has been well finetuned

—

Reply to this email directly, view it on GitHub, or unsubscribe.

You are receiving this because you authored the thread.Message ID: @.***>

I don't get it, what is your issue? Do you have idea how to quote code?

— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

onlynewbie commented 2 months ago

Hello, I am a graduate student trying to replicate your code. I have completed a cross domain experiment on the SignFi dataset, but I did not understand the fine-tuning and cross dataset parts and cannot replicate them. I hope you can provide some help. thank you very much indeed

Hello,have you reached the level of cross-domain accuracy of your paper?