Like https://github.com/replicate/cog/pull/243, but for the README this time.

Ah, whoops! Nice.

This has been fixed for PyTorch in #229, but still an issue for Tensorflow I believe.

We use Redis internally for Replicate, and we have had comments that an async HTTP API or a gRPC API may be preferable.

We should review what we should do here, and ideally the main recommend API method in Cog should be what we also use for Replicate.

As part of implementing local mode and on server (#18) we need a sensible way of managing local images.

Requirements

• Tags should not grow uncontrollably, so that images can be cleaned up by docker system prune
• The image should be given a name so you can identify it in docker images
• The previous image should be removed

For clarity, this is additional work on top of #18. This also includes picking a sensible name when running locally and you aren't pointed at a registry.

Going to close this because it encompassed a few things, and by building base images in #155, this seems to have fixed the painful problem of continually running out of disk space.

I have run out of disk space a couple of times recently, but it's much less often than it used to be. @andreasjansson @zeke have you run out of disk space recently?

#192 may also help mitigate this.

This is a follow-on from #80, which has some more details about how this is done in Docker Compose.

We could tag images so they're identifiable in docker images. We could also use this tag to delete an old image when a new one is built, by keeping a pointer to the old image before the new image is built.

It's currently unsupported

I think this is a dupe of #204 actually.

Done! Let me know if there are any you want to delete/reorder too. We're working on a user interface... sorry about this... 😅

Seems the reset button resets the input to the example input rather than to default/initial state. Problem with this model is that, by default the image is optional and is set to None. I have run the first example with an uploaded image, and seems I cannot remove it anymore to try the input without images.

Thanks @CJWBW! I've moved this to Notion because this looks to be just a Replicate issue.

👍 Great idea. Thanks for the suggestion!

Perhaps the option could be --file/-f for consistency with docker build.

For a long time we resisted adding the option to select a file to Docker. There was a reason for it, but it is fuzzy in my head. Let me try and recall why that was... @aanand do you remember?

@mehdidc These new models are so cool. :D

We haven't added support to change examples yet, but we can do it manually in the database for you if you'd like. Would you like to change the example that's displayed by default on the form? Maybe one using v0.2?

Hi @kira1928! Thanks for the contribution. Have you got some more details about what this change is and why it is not needed? A test to demonstrate the behavior would be really helpful.

This was merged in #405 -- sorry for not giving you credit there for the contribution. Thank you for this!

Bumps mocha from 8.2.1 to 9.1.1. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/mochajs/mocha/releases">mocha's releases</a>.</em></p> <blockquote> <h2>v9.1.1</h2> <h1>9.1.1 / 2021-08-28</h1> <p>Please also note our <a href="https://github.com/mochajs/mocha/discussions/categories/announcements">announcements</a>.</p> <h2>:bug: Fixes</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4623">#4623</a>: <code>XUNIT</code> and <code>JSON</code> reporter crash in <code>parallel</code> mode (<a href="https://github.com/curtisman"><strong><code>@​curtisman</code></strong></a>)</li> </ul> <h2>v9.1.0</h2> <h1>9.1.0 / 2021-08-20</h1> <p>Please also note our <a href="https://github.com/mochajs/mocha/discussions/categories/announcements">announcements</a>.</p> <h2>:tada: Enhancements</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4716">#4716</a>: Add new option <code>--fail-zero</code> (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4691">#4691</a>: Add new option <code>--node-option</code> (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4607">#4607</a>: Add output option to <code>JSON</code> reporter (<a href="https://github.com/dorny"><strong><code>@​dorny</code></strong></a>)</li> </ul> <h2>v9.0.3</h2> <h1>9.0.3 / 2021-07-25</h1> <h2>:bug: Fixes</h2> <ul> <li> <p><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4702">#4702</a>: Error rethrow from cwd-relative path while loading <code>.mocharc.js</code> (<a href="https://github.com/kirill-golovan"><strong><code>@​kirill-golovan</code></strong></a>)</p> </li> <li> <p><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4688">#4688</a>: Usage of custom interface in parallel mode (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</p> </li> <li> <p><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4687">#4687</a>: ESM: don't swallow <code>MODULE_NOT_FOUND</code> errors in case of <code>type:module</code> (<a href="https://github.com/giltayar"><strong><code>@​giltayar</code></strong></a>)</p> </li> </ul> <h2>v9.0.2</h2> <h1>9.0.2 / 2021-07-03</h1> <h2>:bug: Fixes</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4668">#4668</a>: ESM: make <code>--require <dir></code> work with new <code>import</code>-first loading (<a href="https://github.com/giltayar"><strong><code>@​giltayar</code></strong></a>)</li> </ul> <h2>:nut_and_bolt: Other</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4674">#4674</a>: Update production dependencies (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> </ul> <h2>v9.0.1</h2> <h1>9.0.1 / 2021-06-18</h1> <h2>:nut_and_bolt: Other</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4657">#4657</a>: Browser: add separate bundle for modern browsers (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> </ul> <p>We added a separate browser bundle <code>mocha-es2018.js</code> in javascript ES2018, as we skipped the transpilation down to ES5. This is an <strong>experimental step towards freezing Mocha's support of IE11</strong>.</p> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/mochajs/mocha/blob/master/CHANGELOG.md">mocha's changelog</a>.</em></p> <blockquote> <h1>9.1.1 / 2021-08-28</h1> <h2>:bug: Fixes</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4623">#4623</a>: <code>XUNIT</code> and <code>JSON</code> reporter crash in <code>parallel</code> mode (<a href="https://github.com/curtisman"><strong><code>@​curtisman</code></strong></a>)</li> </ul> <h1>9.1.0 / 2021-08-20</h1> <h2>:tada: Enhancements</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4716">#4716</a>: Add new option <code>--fail-zero</code> (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4691">#4691</a>: Add new option <code>--node-option</code> (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4607">#4607</a>: Add output option to <code>JSON</code> reporter (<a href="https://github.com/dorny"><strong><code>@​dorny</code></strong></a>)</li> </ul> <h1>9.0.3 / 2021-07-25</h1> <h2>:bug: Fixes</h2> <ul> <li> <p><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4702">#4702</a>: Error rethrow from cwd-relative path while loading <code>.mocharc.js</code> (<a href="https://github.com/kirill-golovan"><strong><code>@​kirill-golovan</code></strong></a>)</p> </li> <li> <p><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4688">#4688</a>: Usage of custom interface in parallel mode (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</p> </li> <li> <p><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4687">#4687</a>: ESM: don't swallow <code>MODULE_NOT_FOUND</code> errors in case of <code>type:module</code> (<a href="https://github.com/giltayar"><strong><code>@​giltayar</code></strong></a>)</p> </li> </ul> <h1>9.0.2 / 2021-07-03</h1> <h2>:bug: Fixes</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4668">#4668</a>: ESM: make <code>--require <dir></code> work with new <code>import</code>-first loading (<a href="https://github.com/giltayar"><strong><code>@​giltayar</code></strong></a>)</li> </ul> <h2>:nut_and_bolt: Other</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4674">#4674</a>: Update production dependencies (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> </ul> <h1>9.0.1 / 2021-06-18</h1> <h2>:nut_and_bolt: Other</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4657">#4657</a>: Browser: add separate bundle for modern browsers (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> </ul> <p>We added a separate browser bundle <code>mocha-es2018.js</code> in javascript ES2018, as we skipped the transpilation down to ES5. This is an <strong>experimental step towards freezing Mocha's support of IE11</strong>.</p> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4653">#4653</a>: ESM: proper version check in <code>hasStableEsmImplementation</code> (<a href="https://github.com/alexander-fenster"><strong><code>@​alexander-fenster</code></strong></a>)</li> </ul> <h1>9.0.0 / 2021-06-07</h1> <h2>:boom: Breaking Changes</h2> <ul> <li><a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4633">#4633</a>: <strong>Drop Node.js v10.x support</strong> (<a href="https://github.com/juergba"><strong><code>@​juergba</code></strong></a>)</li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href="https://github.com/mochajs/mocha/commit/654b5df4391172e69fe226dc36ebd1c89b20be53"><code>654b5df</code></a> build(v9.1.1): release</li> <li><a href="https://github.com/mochajs/mocha/commit/a26cca9254f41ed5a049990da8093a9c4151e0fd"><code>a26cca9</code></a> build(v9.1.1): update CHANGELOG [ci skip]</li> <li><a href="https://github.com/mochajs/mocha/commit/e97567585726ca407be50baa5551ad8c5df07749"><code>e975675</code></a> chore: update some devDependencies (<a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4733">#4733</a>)</li> <li><a href="https://github.com/mochajs/mocha/commit/9e0369b03475d0cc4ffbd32523bdf95b287fe9b7"><code>9e0369b</code></a> fix(parallel): 'XUNIT' and 'JSON' reporter crash (<a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4623">#4623</a>)</li> <li><a href="https://github.com/mochajs/mocha/commit/014e47a8b07809e73b1598c7abeafe7a3b57a8f7"><code>014e47a</code></a> build(v9.1.0): release</li> <li><a href="https://github.com/mochajs/mocha/commit/3a14b28bdfd785828ec862fe9fa8d19a651fd63c"><code>3a14b28</code></a> build(v9.1.0): update CHANGELOG [ci skip]</li> <li><a href="https://github.com/mochajs/mocha/commit/171e211cd2938b3f87011fa8c717292cb08adbe7"><code>171e211</code></a> feat(reporter): add output option to 'JSON' (<a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4607">#4607</a>)</li> <li><a href="https://github.com/mochajs/mocha/commit/bbf0c11b29544de91a18c1bd667c975ee44b7c90"><code>bbf0c11</code></a> feat: add new option 'fail-zero' (<a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4716">#4716</a>)</li> <li><a href="https://github.com/mochajs/mocha/commit/757b85dd230079901b181c68f0be82b9a3de6407"><code>757b85d</code></a> docs: improve 'grep()' and clarify docs (<a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4714">#4714</a>)</li> <li><a href="https://github.com/mochajs/mocha/commit/f19d3ca672e71950788bb577a7f3fb1cbf6c2d1b"><code>f19d3ca</code></a> docs: remove unsupported 'no-timeout' option (<a href="https://github-redirect.dependabot.com/mochajs/mocha/issues/4719">#4719</a>) [ci skip]</li> <li>Additional commits viewable in <a href="https://github.com/mochajs/mocha/compare/v8.2.1...v9.1.1">compare view</a></li> </ul> </details> <br />

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Bumps chai from 4.2.0 to 4.3.4. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/chaijs/chai/releases">chai's releases</a>.</em></p> <blockquote> <h2>v4.3.4</h2> <p>This fixes broken inspect behavior with bigints (<a href="https://github.com/chaijs/chai/issues/1321">#1321</a>) (<a href="https://github.com/chaijs/chai/issues/1383">#1383</a>) thanks <a href="https://github.com/vapier"><code>@​vapier</code></a></p> <h2>4.3.3 / 2021-03-03</h2> <p>This reintroduces <code>Assertion</code> as an export in the mjs file. See <a href="https://github.com/chaijs/chai/pull/1378">chaijs/chai#1378</a> & <a href="https://github.com/chaijs/chai/issues/1375">chaijs/chai#1375</a></p> <h2>4.3.2 / 2021-03-03</h2> <p>This fixes a regression in IE11. See <a href="https://github.com/chaijs/chai/pull/1380">chaijs/chai#1380</a> & <a href="https://github.com/chaijs/chai/issues/1379">chaijs/chai#1379</a></p> <h2>4.3.1 / 2021-03-02</h2> <p>This releases fixed an engine incompatibility with 4.3.0</p> <p>The 4.x.x series of releases will be compatible with Node 4.0. Please report any errors found in Node 4 as bugs, and they will be fixed.</p> <p>The 5.x.x series, when released, will drop support for Node 4.0</p> <p>This fix also ensures <code>pathval</code> is updated to <code>1.1.1</code> to fix CVE-2020-7751</p> <h2>4.3.0 / 2021-02-04</h2> <p>This is a minor release.</p> <p>Not many changes have got in since the last release but this one contains a very important change (<a href="https://github.com/chaijs/chai/issues/1257">#1257</a>) which will allow <code>jest</code> users to get better diffs. From this release onwards, <code>jest</code> users will be able to see which operator was used in their diffs. <a href="https://nodejs.org/api/assert.html#assert_assert_deepstrictequal_actual_expected_message">The <code>operator</code> is a property of the <code>AssertionError</code> thrown when assertions fail</a>. This flag indicates what kind of comparison was made.</p> <p>This is also an important change for plugin maintainers. Plugin maintainers will now have access to the <code>operator</code> <code>flag, which they can have access to through an </code>util<code>method called</code>getOperator`.</p> <p>Thanks to all the amazing people that contributed to this release.</p> <h1>New Features</h1> <ul> <li>Allow <code>contain.oneOf</code> to take an array of possible values (<a href="https://github.com/voliva"><code>@​voliva</code></a>)</li> <li>Adding operator attribute to assertion error (<a href="https://github.com/chaijs/chai/issues/1257">#1257</a>) (<a href="https://github.com/rpgeeganage"><code>@​rpgeeganage</code></a>)</li> <li>The <code>closeTo</code> error message will now inform the user when a <code>delta</code> is required (<a href="https://github.com/eouw0o83hf"><code>@​eouw0o83hf</code></a>)</li> </ul> <h1>Docs</h1> <ul> <li>Add contains flag to oneOf documentation (<a href="https://github.com/voliva"><code>@​voliva</code></a>)</li> </ul> <h1>Tests</h1> <ul> <li>Make sure that <code>useProxy</code> config is checked in <code>overwriteProperty</code> (<a href="https://github.com/vieiralucas"><code>@​vieiralucas</code></a>)</li> <li>Add tests for <code>contain.oneOf</code> (<a href="https://github.com/voliva"><code>@​voliva</code></a> )</li> </ul> <h1>Chores</h1> <ul> <li>Update mocha to version 6.1.4</li> <li>Add node v10 and v12 to ci (<a href="https://github.com/vieiralucas"><code>@​vieiralucas</code></a>)</li> <li>Drop support for node v4, v6 and v9 (<a href="https://github.com/vieiralucas"><code>@​vieiralucas</code></a>)</li> <li>Fix sauce config for headless chrome (<a href="https://github.com/meeber"><code>@​meeber</code></a>)</li> <li>Update dev dependencies (<a href="https://github.com/meeber"><code>@​meeber</code></a>)</li> <li>Removed phantomjs dependency (<a href="https://github.com/chaijs/chai/issues/1204">#1204</a>)</li> </ul> </blockquote> </details> <details> <summary>Commits</summary> <ul> <li><a href="https://github.com/chaijs/chai/commit/ab41ed86cc154e1df125b16e74abaa0d6f6ade82"><code>ab41ed8</code></a> 4.3.4</li> <li><a href="https://github.com/chaijs/chai/commit/5b607a144eba37b0159582ff60d4e55d1a433026"><code>5b607a1</code></a> fix: support inspecting bigints (<a href="https://github.com/chaijs/chai/issues/1321">#1321</a>) (<a href="https://github.com/chaijs/chai/issues/1383">#1383</a>)</li> <li><a href="https://github.com/chaijs/chai/commit/dc858a0353bb0eccca0de8185c140d4a1c1c6006"><code>dc858a0</code></a> chai@4.3.3</li> <li><a href="https://github.com/chaijs/chai/commit/b0f50f6402572aa2f51712783e7138bd22be877f"><code>b0f50f6</code></a> export chai.Assertion (<a href="https://github.com/chaijs/chai/issues/1378">#1378</a>)</li> <li><a href="https://github.com/chaijs/chai/commit/3b9bc7f56dc0321e349ab145154052aae8056bdd"><code>3b9bc7f</code></a> chai@4.3.2</li> <li><a href="https://github.com/chaijs/chai/commit/71245a3e33db0056d3de4ee9e5dee974ffbda8f4"><code>71245a3</code></a> Fixed a regression that caused SyntaxErrors on IE 11</li> <li><a href="https://github.com/chaijs/chai/commit/8a246661566227db3d37019bb0bab3bbcdf45841"><code>8a24666</code></a> chai@4.3.1</li> <li><a href="https://github.com/chaijs/chai/commit/9635906f8946a41d11352126257f6e0aaf2643a3"><code>9635906</code></a> chore: bump devdeps</li> <li><a href="https://github.com/chaijs/chai/commit/c8449d31db01dffdbe8f8411087437245888e7f9"><code>c8449d3</code></a> fix: package.json - pathval to 1.1.1 (CVE-2020-7751) (<a href="https://github.com/chaijs/chai/issues/1377">#1377</a>)</li> <li><a href="https://github.com/chaijs/chai/commit/7bc01d6fc0741bccfdab7c84bec538c8879f93d7"><code>7bc01d6</code></a> fix: bring min node version in line with still supported (<a href="https://github.com/chaijs/chai/issues/1374">#1374</a>)</li> <li>Additional commits viewable in <a href="https://github.com/chaijs/chai/compare/4.2.0...v4.3.4">compare view</a></li> </ul> </details> <details> <summary>Maintainer changes</summary> <p>This version was pushed to npm by <a href="https://www.npmjs.com/~chai">chai</a>, a new releaser for chai since your current version.</p> </details> <br />

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