From ed73e2ddc7815731f615767d40a4255c6cb52f76 Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Mon, 30 Sep 2024 16:13:42 -0700 Subject: [PATCH 01/11] improve parquet dedupe blog --- improve_parquet_dedupe.md | 155 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 155 insertions(+) create mode 100644 improve_parquet_dedupe.md diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md new file mode 100644 index 0000000000..c7e9f65f7e --- /dev/null +++ b/improve_parquet_dedupe.md @@ -0,0 +1,155 @@ +--- +title: "Improving Parquet Dedupe" +thumbnail: /blog/assets/improve_parquet_dedupe/thumbnail.png +authors: + - user: ylow +--- + +# Improving Parquet Dedupe + +HuggingFace hosts nearly 11PB of datasets, with Parquet files alone accounting +for over 2.2PB of that storage. Since many of these files are bulk exports from +various data analysis pipelines or databases, they often appear as full +snapshots rather than incremental updates. + +This is where data deduplication becomes critical. If users want to provide +updated datasets on a regular basis, we would like to be able to store all +versions of the dataset in as compact a way as possible. Dataset updates should +not require everything to be uploaded again. In an ideal case, we should be +able to store every version of a growing dataset, in little more than the size +of the largest version of the dataset. + +While we use Content Defined Chunking which allows us to dedupe well over +insertions and deletions, the Parquet layout brings some challenges. Here we +run some dedupe experiments seeing how some simple data modifications behave on +Parquet files. We experiment on a 2GB parquet file with 1092000 rows from the +[FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb/tree/main/data/CC-MAIN-2013-20) +dataset, generating visualizations using our [dedupe +estimator](https://github.com/huggingface/dedupe_estimator). + +## Background + +Parquet tables work by splitting the table into Row Groups : each with a fixed +number of rows (for instance 1000 rows). Each column within the row group is +then compressed and stored: + +

+ Parquet Layout +

+ + +Intuitively, this means that operations which do not mess with the row +grouping like modifications or appends should dedupe pretty well. So lets +test this out! + +## Append + +Here we appending 10,000 new rows to the file and compare with the +original version. Green represents all deduped blocks, red represents all +new blocks, and shades in between are proportionate. + +

+ Visualization of dedupe from data appends +

+ +Here we see that indeed we are able to dedupe pretty much the entire file, +but only with changes seen at the end of the file. The new file is 99.1% +deduped: requiring only 20MB of additional storage. This matches our +intuition pretty well here. + +## Modification + +Given the layout we would expect that row modifications to be pretty +isolated, but this is apparently not the case. Here we make a small +modification to row 10000, and we see while most of the file does dedupe, +there are many small regularly spaced sections of new data! + +

+ Visualization of dedupe from data modifications +

+ +A quick scan of the [Parquet file +format](https://parquet.apache.org/docs/file-format/metadata/) suggests +that absolute file offsets are part of the Parquet column headers (See the + structures ColumnChunk and ColumnMetaData) ! This means that any +modification, is likely to rewrite all the Column headers. So while the +data does dedupe well (it is mostly green), we get new bytes in every +column header. + +Here, the new file is only 89% deduped, requiring 230MB of additional +storage. + +(Idea for the Parquet format maintainers. Perhaps switch to relative offsets +instead of absolute offsets?) + +## Deletion + +Here we delete a row from the middle of the file. (Insertion should have + similar behavior) As this reorganizes the entire row group layout (each + row group is 1000 rows), we see that we dedupe the first half of + the file, but the remaining file is has completely new blocks. + +

+ Visualization of dedupe from data deletion +

+ +This is mostly because the Parquet format compresses each column +aggressively. If we turn off compression we are able to dedupe more +aggressively. + +

+ Visualization of dedupe from data deletion without column compression +

+ + +However the file sizes are nearly 2x larger if we store the data +uncompressed. + +Is it possible to have the benefit of dedupe and compression at the same +time? + +## Content Defined Row Groups + +One solution is to consider content defined chunking. i.e. We split row +groups not based on absolute count (1000 rows), but on a hash of a provided +“Key” column. In other words, I split off a row group whenever the hash of +the key column % [target row count] = 0, with some allowances for a minimum +and a maximum row group size. I hacked up a quick inefficient experimental +demonstration +[here](https://gist.github.com/ylow/db38522fb0ca69bdf1065237222b4d1c). + +With this, we are able to efficiently dedupe across compressed Parquet +files even as I delete a row. Here we clearly see a big red block +representing the rewritten row group, followed by a small change for every +column header. + + +

+ Visualization of dedupe from data deletion with content defined row groups +

+ +# Optimizing Parquet for Dedupe-ability + +Based on these experiments we could consider improving Parquet for +dedupe-ability in a couple of ways: + +1. Use relative offsets instead of absolute offsets for file structure +data. (This will also make the Parquet structures position independent and + easy to “memcpy” around). This is an involving file format change +and is probably difficult to do. +2. Support content defined chunking on row groups. As the format actually +supports this today as it does not require row groups to be uniformly sized, +this can be done with minimal blast radius. Only the Parquet format writers +will have to be updated. + +While we will continue exploring ways to improve Parquet storage performance +(Ex: perhaps we could optionally rewrite Parquet files before uploading? +Strip absolute file offsets on upload and restore on download?), we will +love to work with the Apache Arrow project to see there is interest in +implementing some of these ideas in the Parquet / Arrow code base. + +In the meantime, we are also exploring the behavior of our data dedupe process +on other common filetypes. Please do try our [dedupe +estimator](https://github.com/huggingface/dedupe_estimator) and let us know +your findings! + From 640ddbc052d8eca5f70445386ec222d5bde3799e Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Mon, 30 Sep 2024 16:20:16 -0700 Subject: [PATCH 02/11] fix image urls --- improve_parquet_dedupe.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index c7e9f65f7e..fb0ef02040 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -34,7 +34,7 @@ number of rows (for instance 1000 rows). Each column within the row group is then compressed and stored:

- Parquet Layout + Parquet Layout

@@ -49,7 +49,7 @@ original version. Green represents all deduped blocks, red represents all new blocks, and shades in between are proportionate.

- Visualization of dedupe from data appends + Visualization of dedupe from data appends

Here we see that indeed we are able to dedupe pretty much the entire file, @@ -65,7 +65,7 @@ modification to row 10000, and we see while most of the file does dedupe, there are many small regularly spaced sections of new data!

- Visualization of dedupe from data modifications + Visualization of dedupe from data modifications

A quick scan of the [Parquet file @@ -90,7 +90,7 @@ Here we delete a row from the middle of the file. (Insertion should have the file, but the remaining file is has completely new blocks.

- Visualization of dedupe from data deletion + Visualization of dedupe from data deletion

This is mostly because the Parquet format compresses each column @@ -98,7 +98,7 @@ aggressively. If we turn off compression we are able to dedupe more aggressively.

- Visualization of dedupe from data deletion without column compression + Visualization of dedupe from data deletion without column compression

@@ -125,7 +125,7 @@ column header.

- Visualization of dedupe from data deletion with content defined row groups + Visualization of dedupe from data deletion with content defined row groups

# Optimizing Parquet for Dedupe-ability From d302ac348b2effd20877b0b3dce73b83f5783204 Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Mon, 30 Sep 2024 16:21:22 -0700 Subject: [PATCH 03/11] reduce image widths --- improve_parquet_dedupe.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index fb0ef02040..8d3521dc4b 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -34,7 +34,7 @@ number of rows (for instance 1000 rows). Each column within the row group is then compressed and stored:

- Parquet Layout + Parquet Layout

@@ -49,7 +49,7 @@ original version. Green represents all deduped blocks, red represents all new blocks, and shades in between are proportionate.

- Visualization of dedupe from data appends + Visualization of dedupe from data appends

Here we see that indeed we are able to dedupe pretty much the entire file, @@ -65,7 +65,7 @@ modification to row 10000, and we see while most of the file does dedupe, there are many small regularly spaced sections of new data!

- Visualization of dedupe from data modifications + Visualization of dedupe from data modifications

A quick scan of the [Parquet file @@ -90,7 +90,7 @@ Here we delete a row from the middle of the file. (Insertion should have the file, but the remaining file is has completely new blocks.

- Visualization of dedupe from data deletion + Visualization of dedupe from data deletion

This is mostly because the Parquet format compresses each column @@ -98,7 +98,7 @@ aggressively. If we turn off compression we are able to dedupe more aggressively.

- Visualization of dedupe from data deletion without column compression + Visualization of dedupe from data deletion without column compression

@@ -125,7 +125,7 @@ column header.

- Visualization of dedupe from data deletion with content defined row groups + Visualization of dedupe from data deletion with content defined row groups

# Optimizing Parquet for Dedupe-ability From 26c039290958408d44d148268f2b8c5953c6f5aa Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Mon, 30 Sep 2024 16:26:58 -0700 Subject: [PATCH 04/11] fix authors. add to blog.yml --- _blog.yml | 11 ++++++++++- improve_parquet_dedupe.md | 3 ++- 2 files changed, 12 insertions(+), 2 deletions(-) diff --git a/_blog.yml b/_blog.yml index a5d9943f20..f42623e8cf 100644 --- a/_blog.yml +++ b/_blog.yml @@ -4721,4 +4721,13 @@ - research - leaderboard - LLM - \ No newline at end of file + +- local: improve_parquet_dedupe + title: "Improving Parquet Dedupe on Hugging Face Hub" + author: yuchenglow + thumbnail: /blog/assets/improve_parquet_dedupe/thumbnail.png + date: Oct 5, 2024 + tags: + - parquet + - dedupe + - storage diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index 8d3521dc4b..7523569168 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -2,7 +2,8 @@ title: "Improving Parquet Dedupe" thumbnail: /blog/assets/improve_parquet_dedupe/thumbnail.png authors: - - user: ylow + - user: yuchenglow + - user: seanses --- # Improving Parquet Dedupe From 4421d3ded551d3be61d9d4be2369d37c3fef7d97 Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Mon, 30 Sep 2024 17:37:38 -0700 Subject: [PATCH 05/11] add thumbnail --- assets/improve_parquet_dedupe/thumbnail.png | Bin 0 -> 375254 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assets/improve_parquet_dedupe/thumbnail.png diff --git a/assets/improve_parquet_dedupe/thumbnail.png b/assets/improve_parquet_dedupe/thumbnail.png new file mode 100644 index 0000000000000000000000000000000000000000..27c24195386fe99f41cf840dcbf3267614ee3b6d GIT binary patch literal 375254 zcmV)EK)}C=P)y|4y$}D)z`@iuq=Z6$QfKb}CyJx<+lzQ#9ohc#iNF>VgcSP83Zf5);E%v>qb{qTD z(Ek(cZ}CwaZuoe}+`jwmYwqj2{}iF$_S^mk8tm@LNBoH&C~(9U-|z2i5_7*T{et59 z*?)D)*6;c1iSJKneu6pTEFB`2|AOxtacUR7q2Y$3^0O0o(Cd5LcMQM4dD5_{pV`T= zI=RM!_t@hO{r%8yiZeeTyHMCEo+&xo8+I}AeE+6Q{99Y-7`lbU6~{?lrxdF_txFqu z;1+JagL6de-{XXTYx`E?(AO^gujqwYc-k%eS^@^w$C+&&0;S%0BK^sbeZKV3#-mLq9Y_68U#@WdaxZMz zL^Li5?Rp{Qb~0yyfrJGlCt4Smtz&G$g%Ycdtxu;Pz*fQ!A&4)D*ml101z&`c^cLBC zWP!lnybAUGw5{hTm^PFBK$S3AjQAo5*vtM==%X**cIG)pY#XwO^4-1SS$u}23>~OB z(I`HflmoX7fY8N;9Zd6B_$VEl=j3aIDfe_<+x|Q(HvNJiXw?4Q+Js--=Fu1Iagk9_ z7u0t(eWbk9UJB^-eefgOEp8gXN*Mk2j|WX6Ym3ce;gQ%m#-1`1{=|FxUW~IMBkE3A zwNfq~L*@bWZIhcfVM1Tgk4={gAJq}6B*Zrt{6HUgNPh2msHX`F|6lsBVvl3qAoijg zf@5(($pi9_vQzX$&rRe6{=nDKM#IVqCxSAx*ti1UgJ;#(k*@^Z{TG=bFsmOb0- zlb=nk%}Uq&{iz)Y4sa&eH~6-g$Du4ahXlQ|n=^;PGkTO&JR0CrNc~ z+$NnOz-LOI;>KqzPgvi?uG<`CVLjaIdaa+jR*{uTxyj9D)R=dR^CxtdZym>wyH)73 zbbB(f;-0qdJI3Y${$SW2wkNCqB<6twe?2A41Qu$(q%Et2??Ymo_eE? 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Oct 2024 10:58:37 -0700 Subject: [PATCH 06/11] some grammatical feedbck --- improve_parquet_dedupe.md | 21 +++++++++------------ 1 file changed, 9 insertions(+), 12 deletions(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index 7523569168..951fc4d0c0 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -30,7 +30,7 @@ estimator](https://github.com/huggingface/dedupe_estimator). ## Background -Parquet tables work by splitting the table into Row Groups : each with a fixed +Parquet tables work by splitting the table into row groups, each with a fixed number of rows (for instance 1000 rows). Each column within the row group is then compressed and stored: @@ -45,7 +45,7 @@ test this out! ## Append -Here we appending 10,000 new rows to the file and compare with the +Here we are appending 10,000 new rows to the file and comparing /with the original version. Green represents all deduped blocks, red represents all new blocks, and shades in between are proportionate. @@ -53,14 +53,14 @@ new blocks, and shades in between are proportionate. Visualization of dedupe from data appends

-Here we see that indeed we are able to dedupe pretty much the entire file, +Here we see that indeed we are able to dedupe nearly the entire file, but only with changes seen at the end of the file. The new file is 99.1% deduped: requiring only 20MB of additional storage. This matches our intuition pretty well here. ## Modification -Given the layout we would expect that row modifications to be pretty +Given the layout, we would expect that row modifications to be pretty isolated, but this is apparently not the case. Here we make a small modification to row 10000, and we see while most of the file does dedupe, there are many small regularly spaced sections of new data! @@ -80,13 +80,10 @@ column header. Here, the new file is only 89% deduped, requiring 230MB of additional storage. -(Idea for the Parquet format maintainers. Perhaps switch to relative offsets -instead of absolute offsets?) - ## Deletion -Here we delete a row from the middle of the file. (Insertion should have - similar behavior) As this reorganizes the entire row group layout (each +Here we delete a row from the middle of the file (Insertion should have + similar behavior). As this reorganizes the entire row group layout (each row group is 1000 rows), we see that we dedupe the first half of the file, but the remaining file is has completely new blocks. @@ -111,7 +108,7 @@ time? ## Content Defined Row Groups -One solution is to consider content defined chunking. i.e. We split row +One solution is to consider content defined chunking: we split row groups not based on absolute count (1000 rows), but on a hash of a provided “Key” column. In other words, I split off a row group whenever the hash of the key column % [target row count] = 0, with some allowances for a minimum @@ -145,8 +142,8 @@ will have to be updated. While we will continue exploring ways to improve Parquet storage performance (Ex: perhaps we could optionally rewrite Parquet files before uploading? -Strip absolute file offsets on upload and restore on download?), we will -love to work with the Apache Arrow project to see there is interest in +Strip absolute file offsets on upload and restore on download?), we would +love to work with the Apache Arrow project to see if there is interest in implementing some of these ideas in the Parquet / Arrow code base. In the meantime, we are also exploring the behavior of our data dedupe process From 6b645399ab68fd8bac9bcdf4c1c97e26fa1b2113 Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Tue, 1 Oct 2024 11:00:41 -0700 Subject: [PATCH 07/11] more feedback --- improve_parquet_dedupe.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index 951fc4d0c0..9c0674b9b1 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -13,17 +13,17 @@ for over 2.2PB of that storage. Since many of these files are bulk exports from various data analysis pipelines or databases, they often appear as full snapshots rather than incremental updates. -This is where data deduplication becomes critical. If users want to provide -updated datasets on a regular basis, we would like to be able to store all +This is where data deduplication becomes critical. If users want to +update these datasets on a regular basis, data duplictaion becomes critical to store all versions of the dataset in as compact a way as possible. Dataset updates should not require everything to be uploaded again. In an ideal case, we should be able to store every version of a growing dataset, in little more than the size of the largest version of the dataset. -While we use Content Defined Chunking which allows us to dedupe well over -insertions and deletions, the Parquet layout brings some challenges. Here we -run some dedupe experiments seeing how some simple data modifications behave on -Parquet files. We experiment on a 2GB parquet file with 1092000 rows from the +Content Defined Chunking allows us to dedupe well over +insertions and deletions, but the Parquet layout brings some challenges. Here we +run some experiments to see how some simple modifications behave on +Parquet files. We experiment on a 2GB Parquet file with 1,092,000 rows from the [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb/tree/main/data/CC-MAIN-2013-20) dataset, generating visualizations using our [dedupe estimator](https://github.com/huggingface/dedupe_estimator). @@ -45,7 +45,7 @@ test this out! ## Append -Here we are appending 10,000 new rows to the file and comparing /with the +Here we append 10,000 new rows to the file and comparing /with the original version. Green represents all deduped blocks, red represents all new blocks, and shades in between are proportionate. From 3d8a9f534383f37dcc6b1c5d08d348468b7ede3b Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Tue, 1 Oct 2024 11:19:13 -0700 Subject: [PATCH 08/11] grammar --- improve_parquet_dedupe.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index 9c0674b9b1..7f9d172983 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -47,7 +47,7 @@ test this out! Here we append 10,000 new rows to the file and comparing /with the original version. Green represents all deduped blocks, red represents all -new blocks, and shades in between are proportionate. +new blocks, and shades in between show different levels of deduplication.

Visualization of dedupe from data appends From 5ff92a05a6456fb38fef027c1de7d3045b23cc65 Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Tue, 1 Oct 2024 11:48:02 -0700 Subject: [PATCH 09/11] add intro --- improve_parquet_dedupe.md | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index 7f9d172983..05ce30858f 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -8,12 +8,15 @@ authors: # Improving Parquet Dedupe -HuggingFace hosts nearly 11PB of datasets, with Parquet files alone accounting -for over 2.2PB of that storage. Since many of these files are bulk exports from -various data analysis pipelines or databases, they often appear as full -snapshots rather than incremental updates. - -This is where data deduplication becomes critical. If users want to +The Xet team at Hugging Face is working on improving the efficiency of the +storage architecture at Hugging Face to make it easier and quicker for users to +store and update data and models. As Hugging Face hosts nearly 11PB of datasets +with Parquet files alone accounting for over 2.2PB of that storage, +optimizing Parquet storage is of pretty high priority. + +Most Parquet files are bulk exports from various data analysis pipelines +or databases, they often appear as full snapshots rather than incremental +updates. This is where data deduplication becomes critical. If users want to update these datasets on a regular basis, data duplictaion becomes critical to store all versions of the dataset in as compact a way as possible. Dataset updates should not require everything to be uploaded again. In an ideal case, we should be From a006cad579111189c80b93a97f76c5b08f438784 Mon Sep 17 00:00:00 2001 From: Ann Huang Date: Tue, 1 Oct 2024 15:13:45 -0700 Subject: [PATCH 10/11] Update improve_parquet_dedupe.md suggested edits --- improve_parquet_dedupe.md | 91 +++++++++++++++++++-------------------- 1 file changed, 44 insertions(+), 47 deletions(-) diff --git a/improve_parquet_dedupe.md b/improve_parquet_dedupe.md index 05ce30858f..a31e1a5837 100644 --- a/improve_parquet_dedupe.md +++ b/improve_parquet_dedupe.md @@ -1,34 +1,33 @@ --- -title: "Improving Parquet Dedupe" +title: "Improving Parquet Dedupe on Hugging Face Hub" thumbnail: /blog/assets/improve_parquet_dedupe/thumbnail.png authors: - user: yuchenglow - user: seanses --- -# Improving Parquet Dedupe +# Improving Parquet Dedupe on Hugging Face Hub -The Xet team at Hugging Face is working on improving the efficiency of the -storage architecture at Hugging Face to make it easier and quicker for users to +The Xet team at Hugging Face is working on improving the efficiency of the Hub's +storage architecture to make it easier and quicker for users to store and update data and models. As Hugging Face hosts nearly 11PB of datasets with Parquet files alone accounting for over 2.2PB of that storage, optimizing Parquet storage is of pretty high priority. Most Parquet files are bulk exports from various data analysis pipelines -or databases, they often appear as full snapshots rather than incremental -updates. This is where data deduplication becomes critical. If users want to -update these datasets on a regular basis, data duplictaion becomes critical to store all -versions of the dataset in as compact a way as possible. Dataset updates should -not require everything to be uploaded again. In an ideal case, we should be -able to store every version of a growing dataset, in little more than the size -of the largest version of the dataset. - -Content Defined Chunking allows us to dedupe well over -insertions and deletions, but the Parquet layout brings some challenges. Here we -run some experiments to see how some simple modifications behave on -Parquet files. We experiment on a 2GB Parquet file with 1,092,000 rows from the +or databases, often appearing as full snapshots rather than incremental +updates. Data deduplication becomes critical for efficiency when users want to +update their datasets on a regular basis. Only by deduplicating can we store +all versions as compactly as possible, without requiring everything to be uploaded +again on every update. In an ideal case, we should be able to store every version +of a growing dataset with only a little more space than the size of its largest version. + +Our default storage algorithm uses byte-level [Content-Defined Chunking (CDC)](https://joshleeb.com/posts/content-defined-chunking.html), +which generally dedupes well over insertions and deletions, but the Parquet layout brings some challenges. +Here we run some experiments to see how some simple modifications behave on +Parquet files, using a 2GB Parquet file with 1,092,000 rows from the [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb/tree/main/data/CC-MAIN-2013-20) -dataset, generating visualizations using our [dedupe +dataset and generating visualizations using our [dedupe estimator](https://github.com/huggingface/dedupe_estimator). ## Background @@ -41,14 +40,13 @@ then compressed and stored: Parquet Layout

- Intuitively, this means that operations which do not mess with the row -grouping like modifications or appends should dedupe pretty well. So lets +grouping, like modifications or appends, should dedupe pretty well. So let's test this out! ## Append -Here we append 10,000 new rows to the file and comparing /with the +Here we append 10,000 new rows to the file and compare the results with the original version. Green represents all deduped blocks, red represents all new blocks, and shades in between show different levels of deduplication. @@ -56,16 +54,16 @@ new blocks, and shades in between show different levels of deduplication. Visualization of dedupe from data appends

-Here we see that indeed we are able to dedupe nearly the entire file, +We can see that indeed we are able to dedupe nearly the entire file, but only with changes seen at the end of the file. The new file is 99.1% -deduped: requiring only 20MB of additional storage. This matches our -intuition pretty well here. +deduped, requiring only 20MB of additional storage. This matches our +intuition pretty well. ## Modification Given the layout, we would expect that row modifications to be pretty isolated, but this is apparently not the case. Here we make a small -modification to row 10000, and we see while most of the file does dedupe, +modification to row 10000, and we see that while most of the file does dedupe, there are many small regularly spaced sections of new data!

@@ -74,21 +72,21 @@ there are many small regularly spaced sections of new data! A quick scan of the [Parquet file format](https://parquet.apache.org/docs/file-format/metadata/) suggests -that absolute file offsets are part of the Parquet column headers (See the - structures ColumnChunk and ColumnMetaData) ! This means that any -modification, is likely to rewrite all the Column headers. So while the +that absolute file offsets are part of the Parquet column headers (see the +structures ColumnChunk and ColumnMetaData)! This means that any +modification is likely to rewrite all the Column headers. So while the data does dedupe well (it is mostly green), we get new bytes in every column header. -Here, the new file is only 89% deduped, requiring 230MB of additional +In this case, the new file is only 89% deduped, requiring 230MB of additional storage. ## Deletion -Here we delete a row from the middle of the file (Insertion should have - similar behavior). As this reorganizes the entire row group layout (each - row group is 1000 rows), we see that we dedupe the first half of - the file, but the remaining file is has completely new blocks. +Here we delete a row from the middle of the file (note: insertion should have +similar behavior). As this reorganizes the entire row group layout (each +row group is 1000 rows), we see that while we dedupe the first half of +the file, the remaining file has completely new blocks.

Visualization of dedupe from data deletion @@ -96,13 +94,12 @@ Here we delete a row from the middle of the file (Insertion should have This is mostly because the Parquet format compresses each column aggressively. If we turn off compression we are able to dedupe more -aggressively. +aggressively:

Visualization of dedupe from data deletion without column compression

- However the file sizes are nearly 2x larger if we store the data uncompressed. @@ -111,12 +108,13 @@ time? ## Content Defined Row Groups -One solution is to consider content defined chunking: we split row -groups not based on absolute count (1000 rows), but on a hash of a provided +One potential solution is to use not only byte-level CDC, but also apply it at the row level: +we split row groups not based on absolute count (1000 rows), but on a hash of a provided “Key” column. In other words, I split off a row group whenever the hash of the key column % [target row count] = 0, with some allowances for a minimum -and a maximum row group size. I hacked up a quick inefficient experimental -demonstration +and a maximum row group size. + +I hacked up a quick inefficient experimental demonstration [here](https://gist.github.com/ylow/db38522fb0ca69bdf1065237222b4d1c). With this, we are able to efficiently dedupe across compressed Parquet @@ -124,24 +122,23 @@ files even as I delete a row. Here we clearly see a big red block representing the rewritten row group, followed by a small change for every column header. -

Visualization of dedupe from data deletion with content defined row groups

# Optimizing Parquet for Dedupe-ability -Based on these experiments we could consider improving Parquet for +Based on these experiments, we could consider improving Parquet file dedupe-ability in a couple of ways: 1. Use relative offsets instead of absolute offsets for file structure -data. (This will also make the Parquet structures position independent and - easy to “memcpy” around). This is an involving file format change -and is probably difficult to do. -2. Support content defined chunking on row groups. As the format actually +data. This would make the Parquet structures position independent and +easy to “memcpy” around, although it is an involving file format change that +is probably difficult to do. +2. Support content defined chunking on row groups. The format actually supports this today as it does not require row groups to be uniformly sized, -this can be done with minimal blast radius. Only the Parquet format writers -will have to be updated. +so this can be done with minimal blast radius. Only Parquet format writers +would have to be updated. While we will continue exploring ways to improve Parquet storage performance (Ex: perhaps we could optionally rewrite Parquet files before uploading? @@ -151,6 +148,6 @@ implementing some of these ideas in the Parquet / Arrow code base. In the meantime, we are also exploring the behavior of our data dedupe process on other common filetypes. Please do try our [dedupe -estimator](https://github.com/huggingface/dedupe_estimator) and let us know +estimator](https://github.com/huggingface/dedupe_estimator) and tell us about your findings! From 7894f610034fb528240869287a2e37f2a34d6862 Mon Sep 17 00:00:00 2001 From: Yucheng Low <2740522+ylow@users.noreply.github.com> Date: Thu, 3 Oct 2024 14:04:27 -0700 Subject: [PATCH 11/11] Update _blog.yml Co-authored-by: Pedro Cuenca --- _blog.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_blog.yml b/_blog.yml index f42623e8cf..34776ddf4e 100644 --- a/_blog.yml +++ b/_blog.yml @@ -4726,7 +4726,7 @@ title: "Improving Parquet Dedupe on Hugging Face Hub" author: yuchenglow thumbnail: /blog/assets/improve_parquet_dedupe/thumbnail.png - date: Oct 5, 2024 + date: October 5, 2024 tags: - parquet - dedupe