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docs: updating docs for MinIO and Docker, with working conditional put support #2895

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merged 5 commits into from
Sep 28, 2024

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rwhaling
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@rwhaling rwhaling commented Sep 22, 2024

Description

Fixes a few typos in cloudflare/minio docs page, adds working docker example and notes on special storage_option flags for http vs https.

Related Issue(s)

Notes

Updated docs to use "aws_conditional_put":"etag" due to the issue identified below.

…references to dynamodb from cloudflare/minio page
@rwhaling rwhaling requested a review from MrPowers as a code owner September 22, 2024 14:15
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ACTION NEEDED

delta-rs follows the Conventional Commits specification for release automation.

The PR title and description are used as the merge commit message. Please update your PR title and description to match the specification.

@ion-elgreco
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@rwhaling any errors with conditional put?

@rwhaling
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rwhaling commented Sep 22, 2024

Yep @ion-elgreco, just commented in the issue, but getting Operation not supported: S3 does not support copy-if-not-exists. (on 0.20.0 and 0.19.2)

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@rwhaling can you share the logs. set the ENV var before importing deltalake: RUST_LOG=debug

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rwhaling commented Sep 22, 2024

@ion-elgreco sure, thank you!

With

storage_options = {
    "conditional_put": "etag",
    "AWS_ACCESS_KEY_ID": access_key,
    "AWS_SECRET_ACCESS_KEY": secret_key,
    "AWS_ENDPOINT_URL": endpoint_url,
    "AWS_ALLOW_HTTP": "true"
}

I get these logs:

[2024-09-22T15:49:35Z DEBUG deltalake_core::table::builder] creating table builder with s3://test-bucket/test_delta_table
[2024-09-22T15:49:35Z DEBUG deltalake_core::table::builder] build_storage() with s3://test-bucket/test_delta_table
[2024-09-22T15:49:35Z DEBUG deltalake_core::table::builder] Loading a logstore based off the location: Url { scheme: "s3", cannot_be_a_base: false, username: "", password: None, host: Some(Domain("test-bucket")), port: None, path: "/test_delta_table", query: None, fragment: None }
[2024-09-22T15:49:35Z DEBUG deltalake_core::logstore] Found a storage provider for s3:// (s3://test-bucket/test_delta_table)
[2024-09-22T15:49:35Z INFO  object_store::aws::builder] Using Static credential provider
[2024-09-22T15:49:35Z DEBUG deltalake_core::logstore] Found a logstore provider for s3://
[2024-09-22T15:49:35Z DEBUG tracing::span] build_profile_provider;
[2024-09-22T15:49:35Z DEBUG aws_sdk_sts::endpoint_lib] loading default partitions
[2024-09-22T15:49:35Z DEBUG hyper_rustls::config] with_native_roots processed 158 valid and 0 invalid certs
[2024-09-22T15:49:35Z INFO  aws_config::meta::region] load_region; provider=EnvironmentVariableRegionProvider { env: Env(Real) }
[2024-09-22T15:49:35Z INFO  aws_config::meta::region] load_region; provider=ProfileFileRegionProvider { provider_config: ProviderConfig { env: Env(Real), fs: Fs(Real), time_source: SharedTimeSource(SystemTimeSource), http_client: None, sleep_impl: Some(SharedAsyncSleep(TokioSleep)), region: None, use_fips: None, use_dual_stack: None, profile_name_override: None } }
[2024-09-22T15:49:35Z DEBUG aws_runtime::fs_util] loaded home directory src="HOME"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Config)
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/config"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/config" after="/Users/richardwhaling/.aws/config"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/config
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/config") size=0
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Credentials)
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/credentials"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/credentials" after="/Users/richardwhaling/.aws/credentials"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/credentials
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/credentials") size=0
[2024-09-22T15:49:35Z DEBUG tracing::span] build_profile_token_provider;
[2024-09-22T15:49:35Z DEBUG aws_runtime::fs_util] loaded home directory src="HOME"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Config)
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/config"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/config" after="/Users/richardwhaling/.aws/config"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/config
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/config") size=0
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Credentials)
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/credentials"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/credentials" after="/Users/richardwhaling/.aws/credentials"
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/credentials
[2024-09-22T15:49:35Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/credentials") size=0
[2024-09-22T15:49:35Z DEBUG deltalake_aws] S3LogStoreFactory has been asked to create a LogStore without the dynamodb locking provider
[2024-09-22T15:49:35Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T15:49:35Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T15:49:35Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T15:49:35Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T15:49:35Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG deltalake_core::kernel::snapshot::log_segment] try_new_slice: start_version: 6, end_version: None
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG deltalake_core::operations::write] write_execution_plan_with_predicate did not send any batches, no sender.
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T15:49:35Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
Error writing Delta table: Operation not supported: S3 does not support copy-if-not-exists

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codecov bot commented Sep 22, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 72.48%. Comparing base (2971f0b) to head (01ffd55).
Report is 1 commits behind head on main.

Additional details and impacted files
@@            Coverage Diff             @@
##             main    #2895      +/-   ##
==========================================
- Coverage   72.48%   72.48%   -0.01%     
==========================================
  Files         131      131              
  Lines       40410    40410              
  Branches    40410    40410              
==========================================
- Hits        29292    29291       -1     
  Misses       9238     9238              
- Partials     1880     1881       +1     

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

@ion-elgreco
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[2024-09-22T15:49:35Z DEBUG deltalake_aws] S3LogStoreFactory has been asked to create a LogStore without the dynamodb locking provider

Hmmm [2024-09-22T15:49:35Z DEBUG deltalake_aws] S3LogStoreFactory has been asked to create a LogStore without the dynamodb locking provider seems the "conditional_put" is not returned into a ConfigKey

@ion-elgreco
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@rwhaling can you try: "AWS_CONDITIONAL_PUT"

@rwhaling
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Yep. Same error:

Writing Delta table to: s3://test-bucket/test_delta_table
Successfully connected to MinIO
[2024-09-22T16:16:04Z DEBUG deltalake_core::table::builder] creating table builder with s3://test-bucket/test_delta_table
[2024-09-22T16:16:04Z DEBUG deltalake_core::table::builder] build_storage() with s3://test-bucket/test_delta_table
[2024-09-22T16:16:04Z DEBUG deltalake_core::table::builder] Loading a logstore based off the location: Url { scheme: "s3", cannot_be_a_base: false, username: "", password: None, host: Some(Domain("test-bucket")), port: None, path: "/test_delta_table", query: None, fragment: None }
[2024-09-22T16:16:04Z DEBUG deltalake_core::logstore] Found a storage provider for s3:// (s3://test-bucket/test_delta_table)
[2024-09-22T16:16:04Z INFO  object_store::aws::builder] Using Static credential provider
[2024-09-22T16:16:04Z DEBUG deltalake_core::logstore] Found a logstore provider for s3://
[2024-09-22T16:16:04Z DEBUG tracing::span] build_profile_provider;
[2024-09-22T16:16:04Z DEBUG aws_sdk_sts::endpoint_lib] loading default partitions
[2024-09-22T16:16:04Z DEBUG hyper_rustls::config] with_native_roots processed 158 valid and 0 invalid certs
[2024-09-22T16:16:04Z INFO  aws_config::meta::region] load_region; provider=EnvironmentVariableRegionProvider { env: Env(Real) }
[2024-09-22T16:16:04Z INFO  aws_config::meta::region] load_region; provider=ProfileFileRegionProvider { provider_config: ProviderConfig { env: Env(Real), fs: Fs(Real), time_source: SharedTimeSource(SystemTimeSource), http_client: None, sleep_impl: Some(SharedAsyncSleep(TokioSleep)), region: None, use_fips: None, use_dual_stack: None, profile_name_override: None } }
[2024-09-22T16:16:04Z DEBUG aws_runtime::fs_util] loaded home directory src="HOME"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Config)
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/config"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/config" after="/Users/richardwhaling/.aws/config"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/config
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/config") size=0
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Credentials)
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/credentials"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/credentials" after="/Users/richardwhaling/.aws/credentials"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/credentials
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/credentials") size=0
[2024-09-22T16:16:04Z DEBUG tracing::span] build_profile_token_provider;
[2024-09-22T16:16:04Z DEBUG aws_runtime::fs_util] loaded home directory src="HOME"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Config)
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/config"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/config" after="/Users/richardwhaling/.aws/config"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/config
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/config") size=0
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] load_config_file; file=Default(Credentials)
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] performing home directory substitution home="/Users/richardwhaling" path="~/.aws/credentials"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] home directory expanded before="~/.aws/credentials" after="/Users/richardwhaling/.aws/credentials"
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file not found path=~/.aws/credentials
[2024-09-22T16:16:04Z DEBUG aws_runtime::env_config::source] config file loaded path=Some("/Users/richardwhaling/.aws/credentials") size=0
[2024-09-22T16:16:04Z DEBUG deltalake_aws] S3LogStoreFactory has been asked to create a LogStore without the dynamodb locking provider
[2024-09-22T16:16:04Z DEBUG reqwest::connect] starting new connection: http://localhost:9000/
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::connect::dns] resolving host="localhost"
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::connect::http] connecting to [::1]:9000
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::connect::http] connected to [::1]:9000
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
...
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::pool] reuse idle connection for ("http", localhost:9000)
[2024-09-22T16:16:04Z DEBUG hyper_util::client::legacy::pool] pooling idle connection for ("http", localhost:9000)
Error writing Delta table: Operation not supported: S3 does not support copy-if-not-exists

@ion-elgreco
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@rwhaling looking into it, give me a sec

@ion-elgreco
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@rwhaling can you compile this version: #2896 and try again

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rwhaling commented Sep 22, 2024

@ion-elgreco - following the instructions here: https://github.com/delta-io/delta-rs/blob/main/CONTRIBUTING.md

But struggling with getting pyarrow built -

  CMake Error at CMakeLists.txt:266 (find_package):
    By not providing "FindArrow.cmake" in CMAKE_MODULE_PATH this project has
    asked CMake to find a package configuration file provided by "Arrow", but
    CMake did not find one.
  
    Could not find a package configuration file provided by "Arrow" with any of
    the following names:
  
      ArrowConfig.cmake
      arrow-config.cmake
  
    Add the installation prefix of "Arrow" to CMAKE_PREFIX_PATH or set
    "Arrow_DIR" to a directory containing one of the above files.  If "Arrow"
    provides a separate development package or SDK, be sure it has been
    installed.

Sorry, I feel like I'm just bumping into one yak-shave after another. Going to keep working on this - would like to invest the time and get a proper dev environment working over here.

(Seems like this probably is related to the very old Mac OS version I am on)

@ion-elgreco
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@rwhaling it's probably that because you usually don't have to build pyarrow yourself

@ion-elgreco
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In the mean time you can use aws_conditional_put in lowercase and it should work

@rwhaling
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Thanks so much @ion-elgreco!
Can confirm that "aws_conditional_put" works, and will update that in my doc PR.

FWIW - I think I did manage to build pyarrow and then build the deltalake wheel, and I think I'm still getting the same error? But I don't totally trust my various hacks around the wheel installation yet, so don't want to pull you into yet another rabbit hole today - will hack on that a little more over the next few days -
thanks again!

@rwhaling rwhaling changed the title [WIP] updating docs for MinIO and Docker docs: updating docs for MinIO and Docker, with working conditional put support Sep 22, 2024
@rtyler rtyler enabled auto-merge September 23, 2024 15:51
@rwhaling
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@ion-elgreco @rtyler - will take another pass at this. Curious how fast y'all like to move with releases - if #2896 is going to go out soon, I might just hold on this and make the docs a little cleaner with "AWS_CONDITIONAL_PUT"

Do y'all normally sync doc/site updates with releases, or do they go live at a faster clip?

@rtyler rtyler requested review from rtyler and removed request for MrPowers September 24, 2024 13:44
rtyler
rtyler previously approved these changes Sep 24, 2024
@rtyler rtyler added this pull request to the merge queue Sep 24, 2024
@github-merge-queue github-merge-queue bot removed this pull request from the merge queue due to failed status checks Sep 24, 2024
@rtyler rtyler added this pull request to the merge queue Sep 24, 2024
@github-merge-queue github-merge-queue bot removed this pull request from the merge queue due to a conflict with the base branch Sep 24, 2024
@ion-elgreco
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@rwhaling could you resolve the merge conflict?

@rwhaling
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yep, on it

@rwhaling
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@ion-elgreco @rtyler should be good to go? lmk if I bungled something, I'm still clunky working across forks.

@ion-elgreco
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@rwhaling great, can you also squash the commits into one commit? Easiest would be to just do git push --force-with-lease

@rtyler rtyler disabled auto-merge September 28, 2024 13:18
@rtyler rtyler merged commit 72e344e into delta-io:main Sep 28, 2024
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@rwhaling
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@rtyler is too fast haha, thank y'all!

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Cannot write to Minio with deltalake.write_deltalake or Polars
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