Fixed a typo
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- **Description:** Fixed a typo on the code
- **Issue:** the issue # it fixes (if applicable),
Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` to check this
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See contribution guidelines for more information on how to write/run
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https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md
If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in `docs/extras`
directory.
If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
-->
* Restrict the chain to specific domains by default
* This is a breaking change, but it will fail loudly upon object
instantiation -- so there should be no silent errors for users
* Resolves CVE-2023-32786
<!-- Thank you for contributing to LangChain!
Replace this entire comment with:
- **Description:** a description of the change,
- **Issue:** the issue # it fixes (if applicable),
- **Dependencies:** any dependencies required for this change,
- **Tag maintainer:** for a quicker response, tag the relevant
maintainer (see below),
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!
Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` to check this
locally.
See contribution guidelines for more information on how to write/run
tests, lint, etc:
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If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in `docs/extras`
directory.
If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
-->
---------
Co-authored-by: Matvey Arye <mat@timescale.com>
## Description
This PR adds support for
[lm-format-enforcer](https://github.com/noamgat/lm-format-enforcer) to
LangChain.
The library is similar to jsonformer / RELLM which are supported in
Langchain, but has several advantages such as
- Batching and Beam search support
- More complete JSON Schema support
- LLM has control over whitespace, improving quality
- Better runtime performance due to only calling the LLM's generate()
function once per generate() call.
The integration is loosely based on the jsonformer integration in terms
of project structure.
## Dependencies
No compile-time dependency was added, but if `lm-format-enforcer` is not
installed, a runtime error will occur if it is trying to be used.
## Tests
Due to the integration modifying the internal parameters of the
underlying huggingface transformer LLM, it is not possible to test
without building a real LM, which requires internet access. So, similar
to the jsonformer and RELLM integrations, the testing is via the
notebook.
## Twitter Handle
[@noamgat](https://twitter.com/noamgat)
Looking forward to hearing feedback!
---------
Co-authored-by: Bagatur <baskaryan@gmail.com>
- **Description:**
Before:
`
To install modules needed for the common LLM providers, run:
`
After:
`
To install modules needed for the common LLM providers, run the
following command. Please bear in mind that this command is exclusively
compatible with the `bash` shell:
`
> This is required for the user so that the user will know if this
command is compatible with `zsh` or not.
---------
Co-authored-by: Bagatur <baskaryan@gmail.com>
**Description:** Textract PDF Loader generating linearized output,
meaning it will replicate the structure of the source document as close
as possible based on the features passed into the call (e. g. LAYOUT,
FORMS, TABLES). With LAYOUT reading order for multi-column documents or
identification of lists and figures is supported and with TABLES it will
generate the table structure as well. FORMS will indicate "key: value"
with columms.
- **Issue:** the issue fixes#12068
- **Dependencies:** amazon-textract-textractor is added, which provides
the linearization
- **Tag maintainer:** @3coins
---------
Co-authored-by: Bagatur <baskaryan@gmail.com>
Following this tutoral about using OpenAI Embeddings with FAISS
https://python.langchain.com/docs/integrations/vectorstores/faiss
```python
from langchain.embeddings.openai import OpenAIEmbeddings
from langchain.text_splitter import CharacterTextSplitter
from langchain.vectorstores import FAISS
from langchain.document_loaders import TextLoader
from langchain.document_loaders import TextLoader
loader = TextLoader("../../../extras/modules/state_of_the_union.txt")
documents = loader.load()
text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)
docs = text_splitter.split_documents(documents)
embeddings = OpenAIEmbeddings()
```
This works fine
```python
db = FAISS.from_documents(docs, embeddings)
query = "What did the president say about Ketanji Brown Jackson"
docs = db.similarity_search(query)
```
But the async version is not
```python
db = await FAISS.afrom_documents(docs, embeddings) # NotImplementedError
query = "What did the president say about Ketanji Brown Jackson"
docs = await db.asimilarity_search(query) # this will use await asyncio.get_event_loop().run_in_executor under the hood and will not call OpenAIEmbeddings.aembed_query but call OpenAIEmbeddings.embed_query
```
So this PR add async/await supports for FAISS
---------
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
- Description: adding support to Activeloop's DeepMemory feature that
boosts recall up to 25%. Added Jupyter notebook showcasing the feature
and also made index params explicit.
- Twitter handle: will really appreciate if we could announce this on
twitter.
---------
Co-authored-by: adolkhan <adilkhan.sarsen@alumni.nu.edu.kz>
Bumps
[@babel/traverse](https://github.com/babel/babel/tree/HEAD/packages/babel-traverse)
from 7.22.8 to 7.23.2.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/babel/babel/releases"><code>@babel/traverse</code>'s
releases</a>.</em></p>
<blockquote>
<h2>v7.23.2 (2023-10-11)</h2>
<p><strong>NOTE</strong>: This release also re-publishes
<code>@babel/core</code>, even if it does not appear in the linked
release commit.</p>
<p>Thanks <a
href="https://github.com/jimmydief"><code>@jimmydief</code></a> for
your first PR!</p>
<h4>🐛 Bug Fix</h4>
<ul>
<li><code>babel-traverse</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16033">#16033</a>
Only evaluate own String/Number/Math methods (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-preset-typescript</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16022">#16022</a>
Rewrite <code>.tsx</code> extension when using
<code>rewriteImportExtensions</code> (<a
href="https://github.com/jimmydief"><code>@jimmydief</code></a>)</li>
</ul>
</li>
<li><code>babel-helpers</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16017">#16017</a>
Fix: fallback to typeof when toString is applied to incompatible object
(<a href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
</ul>
</li>
<li><code>babel-helpers</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-runtime-corejs2</code>, <code>babel-runtime-corejs3</code>,
<code>babel-runtime</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16025">#16025</a>
Avoid override mistake in namespace imports (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
</ul>
<h4>Committers: 5</h4>
<ul>
<li>Babel Bot (<a
href="https://github.com/babel-bot"><code>@babel-bot</code></a>)</li>
<li>Huáng Jùnliàng (<a
href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
<li>James Diefenderfer (<a
href="https://github.com/jimmydief"><code>@jimmydief</code></a>)</li>
<li>Nicolò Ribaudo (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
<li><a
href="https://github.com/liuxingbaoyu"><code>@liuxingbaoyu</code></a></li>
</ul>
<h2>v7.23.1 (2023-09-25)</h2>
<p>Re-publishing <code>@babel/helpers</code> due to a publishing error
in 7.23.0.</p>
<h2>v7.23.0 (2023-09-25)</h2>
<p>Thanks <a
href="https://github.com/lorenzoferre"><code>@lorenzoferre</code></a>
and <a
href="https://github.com/RajShukla1"><code>@RajShukla1</code></a> for
your first PRs!</p>
<h4>🚀 New Feature</h4>
<ul>
<li><code>babel-plugin-proposal-import-wasm-source</code>,
<code>babel-plugin-syntax-import-source</code>,
<code>babel-plugin-transform-dynamic-import</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15870">#15870</a>
Support transforming <code>import source</code> for wasm (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-helper-module-transforms</code>,
<code>babel-helpers</code>,
<code>babel-plugin-proposal-import-defer</code>,
<code>babel-plugin-syntax-import-defer</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-runtime-corejs2</code>, <code>babel-runtime-corejs3</code>,
<code>babel-runtime</code>, <code>babel-standalone</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15878">#15878</a>
Implement <code>import defer</code> proposal transform support (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-generator</code>, <code>babel-parser</code>,
<code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15845">#15845</a>
Implement <code>import defer</code> parsing support (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
<li><a
href="https://redirect.github.com/babel/babel/pull/15829">#15829</a> Add
parsing support for the "source phase imports" proposal (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-generator</code>,
<code>babel-helper-module-transforms</code>, <code>babel-parser</code>,
<code>babel-plugin-transform-dynamic-import</code>,
<code>babel-plugin-transform-modules-amd</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-plugin-transform-modules-systemjs</code>,
<code>babel-traverse</code>, <code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15682">#15682</a> Add
<code>createImportExpressions</code> parser option (<a
href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
</ul>
</li>
<li><code>babel-standalone</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15671">#15671</a>
Pass through nonce to the transformed script element (<a
href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
</ul>
</li>
<li><code>babel-helper-function-name</code>,
<code>babel-helper-member-expression-to-functions</code>,
<code>babel-helpers</code>, <code>babel-parser</code>,
<code>babel-plugin-proposal-destructuring-private</code>,
<code>babel-plugin-proposal-optional-chaining-assign</code>,
<code>babel-plugin-syntax-optional-chaining-assign</code>,
<code>babel-plugin-transform-destructuring</code>,
<code>babel-plugin-transform-optional-chaining</code>,
<code>babel-runtime-corejs2</code>, <code>babel-runtime-corejs3</code>,
<code>babel-runtime</code>, <code>babel-standalone</code>,
<code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15751">#15751</a> Add
support for optional chain in assignments (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-helpers</code>,
<code>babel-plugin-proposal-decorators</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15895">#15895</a>
Implement the "decorator metadata" proposal (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-traverse</code>, <code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15893">#15893</a> Add
<code>t.buildUndefinedNode</code> (<a
href="https://github.com/liuxingbaoyu"><code>@liuxingbaoyu</code></a>)</li>
</ul>
</li>
<li><code>babel-preset-typescript</code></li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/babel/babel/blob/main/CHANGELOG.md"><code>@babel/traverse</code>'s
changelog</a>.</em></p>
<blockquote>
<h2>v7.23.2 (2023-10-11)</h2>
<h4>🐛 Bug Fix</h4>
<ul>
<li><code>babel-traverse</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16033">#16033</a>
Only evaluate own String/Number/Math methods (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-preset-typescript</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16022">#16022</a>
Rewrite <code>.tsx</code> extension when using
<code>rewriteImportExtensions</code> (<a
href="https://github.com/jimmydief"><code>@jimmydief</code></a>)</li>
</ul>
</li>
<li><code>babel-helpers</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16017">#16017</a>
Fix: fallback to typeof when toString is applied to incompatible object
(<a href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
</ul>
</li>
<li><code>babel-helpers</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-runtime-corejs2</code>, <code>babel-runtime-corejs3</code>,
<code>babel-runtime</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/16025">#16025</a>
Avoid override mistake in namespace imports (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
</ul>
<h2>v7.23.0 (2023-09-25)</h2>
<h4>🚀 New Feature</h4>
<ul>
<li><code>babel-plugin-proposal-import-wasm-source</code>,
<code>babel-plugin-syntax-import-source</code>,
<code>babel-plugin-transform-dynamic-import</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15870">#15870</a>
Support transforming <code>import source</code> for wasm (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-helper-module-transforms</code>,
<code>babel-helpers</code>,
<code>babel-plugin-proposal-import-defer</code>,
<code>babel-plugin-syntax-import-defer</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-runtime-corejs2</code>, <code>babel-runtime-corejs3</code>,
<code>babel-runtime</code>, <code>babel-standalone</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15878">#15878</a>
Implement <code>import defer</code> proposal transform support (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-generator</code>, <code>babel-parser</code>,
<code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15845">#15845</a>
Implement <code>import defer</code> parsing support (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
<li><a
href="https://redirect.github.com/babel/babel/pull/15829">#15829</a> Add
parsing support for the "source phase imports" proposal (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-generator</code>,
<code>babel-helper-module-transforms</code>, <code>babel-parser</code>,
<code>babel-plugin-transform-dynamic-import</code>,
<code>babel-plugin-transform-modules-amd</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-plugin-transform-modules-systemjs</code>,
<code>babel-traverse</code>, <code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15682">#15682</a> Add
<code>createImportExpressions</code> parser option (<a
href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
</ul>
</li>
<li><code>babel-standalone</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15671">#15671</a>
Pass through nonce to the transformed script element (<a
href="https://github.com/JLHwung"><code>@JLHwung</code></a>)</li>
</ul>
</li>
<li><code>babel-helper-function-name</code>,
<code>babel-helper-member-expression-to-functions</code>,
<code>babel-helpers</code>, <code>babel-parser</code>,
<code>babel-plugin-proposal-destructuring-private</code>,
<code>babel-plugin-proposal-optional-chaining-assign</code>,
<code>babel-plugin-syntax-optional-chaining-assign</code>,
<code>babel-plugin-transform-destructuring</code>,
<code>babel-plugin-transform-optional-chaining</code>,
<code>babel-runtime-corejs2</code>, <code>babel-runtime-corejs3</code>,
<code>babel-runtime</code>, <code>babel-standalone</code>,
<code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15751">#15751</a> Add
support for optional chain in assignments (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-helpers</code>,
<code>babel-plugin-proposal-decorators</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15895">#15895</a>
Implement the "decorator metadata" proposal (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-traverse</code>, <code>babel-types</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15893">#15893</a> Add
<code>t.buildUndefinedNode</code> (<a
href="https://github.com/liuxingbaoyu"><code>@liuxingbaoyu</code></a>)</li>
</ul>
</li>
<li><code>babel-preset-typescript</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15913">#15913</a> Add
<code>rewriteImportExtensions</code> option to TS preset (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
<li><code>babel-parser</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15896">#15896</a>
Allow TS tuples to have both labeled and unlabeled elements (<a
href="https://github.com/yukukotani"><code>@yukukotani</code></a>)</li>
</ul>
</li>
</ul>
<h4>🐛 Bug Fix</h4>
<ul>
<li><code>babel-plugin-transform-block-scoping</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15962">#15962</a>
fix: <code>transform-block-scoping</code> captures the variables of the
method in the loop (<a
href="https://github.com/liuxingbaoyu"><code>@liuxingbaoyu</code></a>)</li>
</ul>
</li>
</ul>
<h4>💅 Polish</h4>
<ul>
<li><code>babel-traverse</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15797">#15797</a>
Expand evaluation of global built-ins in <code>@babel/traverse</code>
(<a
href="https://github.com/lorenzoferre"><code>@lorenzoferre</code></a>)</li>
</ul>
</li>
<li><code>babel-plugin-proposal-explicit-resource-management</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15985">#15985</a>
Improve source maps for blocks with <code>using</code> declarations (<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
</ul>
<h4>🔬 Output optimization</h4>
<ul>
<li><code>babel-core</code>,
<code>babel-helper-module-transforms</code>,
<code>babel-plugin-transform-async-to-generator</code>,
<code>babel-plugin-transform-classes</code>,
<code>babel-plugin-transform-dynamic-import</code>,
<code>babel-plugin-transform-function-name</code>,
<code>babel-plugin-transform-modules-amd</code>,
<code>babel-plugin-transform-modules-commonjs</code>,
<code>babel-plugin-transform-modules-umd</code>,
<code>babel-plugin-transform-parameters</code>,
<code>babel-plugin-transform-react-constant-elements</code>,
<code>babel-plugin-transform-react-inline-elements</code>,
<code>babel-plugin-transform-runtime</code>,
<code>babel-plugin-transform-typescript</code>,
<code>babel-preset-env</code>
<ul>
<li><a
href="https://redirect.github.com/babel/babel/pull/15984">#15984</a>
Inline <code>exports.XXX =</code> update in simple variable declarations
(<a
href="https://github.com/nicolo-ribaudo"><code>@nicolo-ribaudo</code></a>)</li>
</ul>
</li>
</ul>
<h2>v7.22.20 (2023-09-16)</h2>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="b4b9942a6c"><code>b4b9942</code></a>
v7.23.2</li>
<li><a
href="b13376b346"><code>b13376b</code></a>
Only evaluate own String/Number/Math methods (<a
href="https://github.com/babel/babel/tree/HEAD/packages/babel-traverse/issues/16033">#16033</a>)</li>
<li><a
href="ca58ec15cb"><code>ca58ec1</code></a>
v7.23.0</li>
<li><a
href="0f333dafcf"><code>0f333da</code></a>
Add <code>createImportExpressions</code> parser option (<a
href="https://github.com/babel/babel/tree/HEAD/packages/babel-traverse/issues/15682">#15682</a>)</li>
<li><a
href="3744545649"><code>3744545</code></a>
Fix linting</li>
<li><a
href="c7e6806e21"><code>c7e6806</code></a>
Add <code>t.buildUndefinedNode</code> (<a
href="https://github.com/babel/babel/tree/HEAD/packages/babel-traverse/issues/15893">#15893</a>)</li>
<li><a
href="38ee8b4dd6"><code>38ee8b4</code></a>
Expand evaluation of global built-ins in <code>@babel/traverse</code>
(<a
href="https://github.com/babel/babel/tree/HEAD/packages/babel-traverse/issues/15797">#15797</a>)</li>
<li><a
href="9f3dfd9021"><code>9f3dfd9</code></a>
v7.22.20</li>
<li><a
href="3ed28b29c1"><code>3ed28b2</code></a>
Fully support <code>||</code> and <code>&&</code> in
<code>pluginToggleBooleanFlag</code> (<a
href="https://github.com/babel/babel/tree/HEAD/packages/babel-traverse/issues/15961">#15961</a>)</li>
<li><a
href="77b0d73599"><code>77b0d73</code></a>
v7.22.19</li>
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Signed-off-by: dependabot[bot] <support@github.com>
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Compare predicted json to reference. First canonicalize (sort keys, rm
whitespace separators), then return normalized string edit distance.
Not a silver bullet but maybe an easy way to capture structure
differences in a less flakey way
---------
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
**Description**
This small change will make chunk_size a configurable parameter for
loading documents into a Supabase database.
**Issue**
https://github.com/langchain-ai/langchain/issues/11422
**Dependencies**
No chanages
**Twitter**
@ j1philli
**Reminder**
If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
---------
Co-authored-by: Greg Richardson <greg.nmr@gmail.com>
This PR replaces the previous `Intent` check with the new `Prompt
Safety` check. The logic and steps to enable chain moderation via the
Amazon Comprehend service, allowing you to detect and redact PII, Toxic,
and Prompt Safety information in the LLM prompt or answer remains
unchanged.
This implementation updates the code and configuration types with
respect to `Prompt Safety`.
### Usage sample
```python
from langchain_experimental.comprehend_moderation import (BaseModerationConfig,
ModerationPromptSafetyConfig,
ModerationPiiConfig,
ModerationToxicityConfig
)
pii_config = ModerationPiiConfig(
labels=["SSN"],
redact=True,
mask_character="X"
)
toxicity_config = ModerationToxicityConfig(
threshold=0.5
)
prompt_safety_config = ModerationPromptSafetyConfig(
threshold=0.5
)
moderation_config = BaseModerationConfig(
filters=[pii_config, toxicity_config, prompt_safety_config]
)
comp_moderation_with_config = AmazonComprehendModerationChain(
moderation_config=moderation_config, #specify the configuration
client=comprehend_client, #optionally pass the Boto3 Client
verbose=True
)
template = """Question: {question}
Answer:"""
prompt = PromptTemplate(template=template, input_variables=["question"])
responses = [
"Final Answer: A credit card number looks like 1289-2321-1123-2387. A fake SSN number looks like 323-22-9980. John Doe's phone number is (999)253-9876.",
"Final Answer: This is a really shitty way of constructing a birdhouse. This is fucking insane to think that any birds would actually create their motherfucking nests here."
]
llm = FakeListLLM(responses=responses)
llm_chain = LLMChain(prompt=prompt, llm=llm)
chain = (
prompt
| comp_moderation_with_config
| {llm_chain.input_keys[0]: lambda x: x['output'] }
| llm_chain
| { "input": lambda x: x['text'] }
| comp_moderation_with_config
)
try:
response = chain.invoke({"question": "A sample SSN number looks like this 123-456-7890. Can you give me some more samples?"})
except Exception as e:
print(str(e))
else:
print(response['output'])
```
### Output
```python
> Entering new AmazonComprehendModerationChain chain...
Running AmazonComprehendModerationChain...
Running pii Validation...
Running toxicity Validation...
Running prompt safety Validation...
> Finished chain.
> Entering new AmazonComprehendModerationChain chain...
Running AmazonComprehendModerationChain...
Running pii Validation...
Running toxicity Validation...
Running prompt safety Validation...
> Finished chain.
Final Answer: A credit card number looks like 1289-2321-1123-2387. A fake SSN number looks like XXXXXXXXXXXX John Doe's phone number is (999)253-9876.
```
---------
Co-authored-by: Jha <nikjha@amazon.com>
Co-authored-by: Anjan Biswas <anjanavb@amazon.com>
Co-authored-by: Anjan Biswas <84933469+anjanvb@users.noreply.github.com>
**Description:**
This PR adds support for the [Pro version of Titan Takeoff
Server](https://docs.titanml.co/docs/category/pro-features). Users of
the Pro version will have to import the TitanTakeoffPro model, which is
different from TitanTakeoff.
**Issue:**
Also minor fixes to docs for Titan Takeoff (Community version)
**Dependencies:**
No additional dependencies
**Twitter handle:** @becoming_blake
@baskaryan @hwchase17
- **Description:** Super simple fix for colab link on
code_understanding.ipynb,
- **Issue:** not applicable
- **Dependencies:** none,
- **Tag maintainer:** ,
- **Twitter handle:** @kengoodridge
Problem statement:
In the `integrations/llms` and `integrations/chat` pages, we have a
sidebar with ToC, and we also have a ToC at the end of the page.
The ToC at the end of the page is not necessary, and it is confusing
when we mix the index page styles; moreover, it requires manual work.
So, I removed ToC at the end of the page (it was discussed with and
approved by @baskaryan)
