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harrison/pinecone-backwards-compat
vwp/openapi_with_tool_retrieval
harrison/aws-text
ankush/patch1
harrison/processor
harrison/script-update
harrison/api-chain
harrison/ai21-embeddings
harrison/alpaca
nc/poe-handler-chat-model
nc/poe-handler
harrison/mrkl-parser
harrison/agent-experiments
harrison/replicate
harrison/chat-chain
harrison/update-wandb
harrison/debug
harrison/qasper
harrison/dbpedia
harrison/changes
jeremy/guardrails
nc/guardrails-error-handling
harrison/guardrails
harrison/use-output-parsers
John-Church-guard
agent_evaluation
harrison/kor-chain
harrison/inference-api
ankush/callback-refactor
harrison/eval
harrison/audio
ankush/prompt-abstractions
harrison/memory-chat
harrison/indexes
ankush/partial-prompt-apply
harrison/sagemaker
harrison/datetime
harrison/openapiagent
harrison/paged-pdf
harrison/pswsl
ankush/example-runner
harrison/guards
scad/api-chain
harrison/prompt-bugs
harrison/sql-agent
harrison/pinecone-try-except
harrison/callback-updates
harrison/map-rerank
harrison/combine-docs-parse
harrison/azure-rfc
harrison/sequential_chain_from_prompts
harrison/agent-refactor
harrison/agent_intermediate_steps
harrison/agent_multi_inputs
harrison/promot-mrkl
harrison/fix_logging_api
harrison/use_output_parser
harrison/track_intermediate_steps
harrison/sql_error
harrison/logging_to_file
harrison/output_parser
harrison/flexible_model_args
harrison/agent-improvements
harrison/router_docs
harrison/docs
samantha/add_llm_to_example
harrison/reorg_smart_chains
mako-templates
harrison/save_metadatas
harrison/router
harrison/custom_pipeline
harrison/chain_pipeline
harrison/prompts_docs
harrison/attempt_citing_in_prompt
harrison/load_prompt
harrison/prompts_take_2
harrison/ape
harrison/prompt_examples
harrison/add_dependencies
langchain-ai21==0.1.4
langchain-ai21==0.1.5
langchain-ai21==0.1.6
langchain-ai21==0.1.7
langchain-airbyte==0.1.1
langchain-anthropic==0.1.12
langchain-anthropic==0.1.13
langchain-anthropic==0.1.14rc1
langchain-anthropic==0.1.14rc2
langchain-anthropic==0.1.15
langchain-anthropic==0.1.16
langchain-anthropic==0.1.17
langchain-anthropic==0.1.18
langchain-anthropic==0.1.19
langchain-anthropic==0.1.20
langchain-anthropic==0.1.21
langchain-anthropic==0.1.22
langchain-anthropic==0.1.23
langchain-anthropic==0.2.0
langchain-anthropic==0.2.0.dev0
langchain-anthropic==0.2.0.dev1
langchain-anthropic==0.2.1
langchain-anthropic==0.2.2
langchain-anthropic==0.2.3
langchain-azure-dynamic-sessions==0.1.0
langchain-azure-dynamic-sessions==0.1.0rc0
langchain-azure-dynamic-sessions==0.2.0
langchain-box==0.1.0
langchain-box==0.2.0
langchain-box==0.2.1
langchain-chroma==0.1.1
langchain-chroma==0.1.2
langchain-chroma==0.1.4
langchain-cli==0.0.22
langchain-cli==0.0.23
langchain-cli==0.0.24
langchain-cli==0.0.25
langchain-cli==0.0.26
langchain-cli==0.0.27
langchain-cli==0.0.28
langchain-cli==0.0.29
langchain-cli==0.0.30
langchain-cli==0.0.31
langchain-community==0.0.35
langchain-community==0.0.36
langchain-community==0.0.37
langchain-community==0.0.38
langchain-community==0.2.0
langchain-community==0.2.0rc1
langchain-community==0.2.1
langchain-community==0.2.10
langchain-community==0.2.11
langchain-community==0.2.12
langchain-community==0.2.13
langchain-community==0.2.14
langchain-community==0.2.15
langchain-community==0.2.16
langchain-community==0.2.17
langchain-community==0.2.2
langchain-community==0.2.3
langchain-community==0.2.4
langchain-community==0.2.5
langchain-community==0.2.6
langchain-community==0.2.7
langchain-community==0.2.9
langchain-community==0.3.0
langchain-community==0.3.0.dev1
langchain-community==0.3.0.dev2
langchain-community==0.3.1
langchain-core==0.1.47
langchain-core==0.1.48
langchain-core==0.1.50
langchain-core==0.1.51
langchain-core==0.1.52
langchain-core==0.2.0
langchain-core==0.2.0rc1
langchain-core==0.2.1
langchain-core==0.2.10
langchain-core==0.2.11
langchain-core==0.2.12
langchain-core==0.2.13
langchain-core==0.2.15
langchain-core==0.2.16
langchain-core==0.2.17
langchain-core==0.2.18
langchain-core==0.2.19
langchain-core==0.2.2
langchain-core==0.2.20
langchain-core==0.2.21
langchain-core==0.2.22
langchain-core==0.2.23
langchain-core==0.2.24
langchain-core==0.2.25
langchain-core==0.2.26
langchain-core==0.2.27
langchain-core==0.2.28
langchain-core==0.2.29
langchain-core==0.2.29rc1
langchain-core==0.2.2rc1
langchain-core==0.2.3
langchain-core==0.2.30
langchain-core==0.2.31
langchain-core==0.2.32
langchain-core==0.2.33
langchain-core==0.2.34
langchain-core==0.2.35
langchain-core==0.2.36
langchain-core==0.2.37
langchain-core==0.2.38
langchain-core==0.2.39
langchain-core==0.2.4
langchain-core==0.2.40
langchain-core==0.2.41
langchain-core==0.2.5
langchain-core==0.2.6
langchain-core==0.2.7
langchain-core==0.2.8
langchain-core==0.2.9
langchain-core==0.3.0
langchain-core==0.3.0.dev1
langchain-core==0.3.0.dev2
langchain-core==0.3.0.dev3
langchain-core==0.3.0.dev4
langchain-core==0.3.0.dev5
langchain-core==0.3.1
langchain-core==0.3.2
langchain-core==0.3.3
langchain-core==0.3.4
langchain-core==0.3.5
langchain-core==0.3.6
langchain-core==0.3.7
langchain-core==0.3.8
langchain-core==0.3.9
langchain-couchbase==0.0.1
langchain-couchbase==0.1.0
langchain-couchbase==0.1.1
langchain-exa==0.1.0
langchain-exa==0.2.0
langchain-experimental==0.0.58
langchain-experimental==0.0.59
langchain-experimental==0.0.60
langchain-experimental==0.0.61
langchain-experimental==0.0.62
langchain-experimental==0.0.63
langchain-experimental==0.0.64
langchain-experimental==0.0.65
langchain-experimental==0.3.0
langchain-experimental==0.3.0.dev1
langchain-experimental==0.3.1
langchain-fireworks==0.1.3
langchain-fireworks==0.1.4
langchain-fireworks==0.1.5
langchain-fireworks==0.1.6
langchain-fireworks==0.1.7
langchain-fireworks==0.2.0
langchain-fireworks==0.2.0.dev0
langchain-fireworks==0.2.0.dev1
langchain-fireworks==0.2.0.dev2
langchain-fireworks==0.2.1
langchain-groq==0.1.10
langchain-groq==0.1.4
langchain-groq==0.1.5
langchain-groq==0.1.6
langchain-groq==0.1.8
langchain-groq==0.1.9
langchain-groq==0.2.0
langchain-groq==0.2.0.dev0
langchain-groq==0.2.0.dev1
langchain-huggingface==0.0.1
langchain-huggingface==0.0.2
langchain-huggingface==0.0.3
langchain-huggingface==0.1.0
langchain-huggingface==0.1.0.dev1
langchain-ibm==0.1.5
langchain-ibm==0.1.6
langchain-ibm==0.1.7
langchain-ibm==0.1.8
langchain-ibm==0.1.9
langchain-milvus==0.1.0
langchain-milvus==0.1.1
langchain-milvus==0.1.2
langchain-milvus==0.1.3
langchain-milvus==0.1.4
langchain-milvus==0.1.5
langchain-mistralai==0.1.10
langchain-mistralai==0.1.11
langchain-mistralai==0.1.12
langchain-mistralai==0.1.13
langchain-mistralai==0.1.6
langchain-mistralai==0.1.7
langchain-mistralai==0.1.8
langchain-mistralai==0.1.9
langchain-mistralai==0.2.0
langchain-mistralai==0.2.0.dev1
langchain-mongodb==0.1.4
langchain-mongodb==0.1.5
langchain-mongodb==0.1.6
langchain-mongodb==0.1.7
langchain-mongodb==0.1.8
langchain-mongodb==0.1.9
langchain-mongodb==0.2.0
langchain-mongodb==0.2.0.dev1
langchain-nomic==0.1.0
langchain-nomic==0.1.1
langchain-nomic==0.1.2
langchain-nomic==0.1.3
langchain-ollama==0.1.0
langchain-ollama==0.1.1
langchain-ollama==0.1.2
langchain-ollama==0.1.3
langchain-ollama==0.2.0
langchain-ollama==0.2.0.dev1
langchain-openai==0.1.10
langchain-openai==0.1.11
langchain-openai==0.1.12
langchain-openai==0.1.13
langchain-openai==0.1.14
langchain-openai==0.1.15
langchain-openai==0.1.16
langchain-openai==0.1.17
langchain-openai==0.1.19
langchain-openai==0.1.20
langchain-openai==0.1.21
langchain-openai==0.1.21rc1
langchain-openai==0.1.21rc2
langchain-openai==0.1.22
langchain-openai==0.1.23
langchain-openai==0.1.24
langchain-openai==0.1.25
langchain-openai==0.1.5
langchain-openai==0.1.6
langchain-openai==0.1.7
langchain-openai==0.1.8
langchain-openai==0.1.8rc1
langchain-openai==0.1.9
langchain-openai==0.2.0
langchain-openai==0.2.0.dev0
langchain-openai==0.2.0.dev1
langchain-openai==0.2.0.dev2
langchain-openai==0.2.1
langchain-openai==0.2.2
langchain-pinecone==0.1.1
langchain-pinecone==0.1.2
langchain-pinecone==0.1.3
langchain-pinecone==0.2.0
langchain-pinecone==0.2.0.dev1
langchain-prompty==0.0.1
langchain-prompty==0.0.2
langchain-prompty==0.0.3
langchain-prompty==0.1.0
langchain-qdrant==0.0.1
langchain-qdrant==0.1.0
langchain-qdrant==0.1.1
langchain-qdrant==0.1.2
langchain-qdrant==0.1.3
langchain-qdrant==0.1.4
langchain-qdrant==0.2.0.dev1
langchain-robocorp==0.0.10
langchain-robocorp==0.0.10.post1
langchain-robocorp==0.0.6
langchain-robocorp==0.0.7
langchain-robocorp==0.0.8
langchain-robocorp==0.0.9
langchain-robocorp==0.0.9.post1
langchain-text-splitters==0.0.2
langchain-text-splitters==0.2.0
langchain-text-splitters==0.2.1
langchain-text-splitters==0.2.2
langchain-text-splitters==0.2.4
langchain-text-splitters==0.3.0
langchain-text-splitters==0.3.0.dev0
langchain-text-splitters==0.3.0.dev1
langchain-together==0.1.1
langchain-together==0.1.2
langchain-together==0.1.3
langchain-together==0.1.4
langchain-together==0.1.5
langchain-unstructured==0.1.0
langchain-unstructured==0.1.1
langchain-unstructured==0.1.2
langchain-unstructured==0.1.4
langchain-unstructured==0.1.5
langchain-upstage==0.1.4
langchain-upstage==0.1.5
langchain-voyageai==0.1.1
langchain-voyageai==0.1.2
langchain==0.1.17
langchain==0.1.19
langchain==0.1.20
langchain==0.2.0
langchain==0.2.0rc1
langchain==0.2.0rc2
langchain==0.2.1
langchain==0.2.10
langchain==0.2.11
langchain==0.2.12
langchain==0.2.13
langchain==0.2.14
langchain==0.2.15
langchain==0.2.16
langchain==0.2.2
langchain==0.2.3
langchain==0.2.4
langchain==0.2.5
langchain==0.2.6
langchain==0.2.7
langchain==0.2.8
langchain==0.2.9
langchain==0.3.0
langchain==0.3.0.dev1
langchain==0.3.0.dev2
langchain==0.3.1
langchain==0.3.2
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Branches Tags
${ item.name }
Create tag ${ searchTerm }
Create branch ${ searchTerm }
from '9f0b63dba0'
${ noResults }
langchain/libs/experimental
History
Giulio Zani 9f0b63dba0
experimental[patch]: Fixes issue #17060 (#17062) 
As described in issue #17060, in the case in which text has only one
sentence the following function fails. Checking for that and adding a
return case fixed the issue.

```python
    def split_text(self, text: str) -> List[str]:
        """Split text into multiple components."""
        # Splitting the essay on '.', '?', and '!'
        single_sentences_list = re.split(r"(?<=[.?!])\s+", text)
        sentences = [
            {"sentence": x, "index": i} for i, x in enumerate(single_sentences_list)
        ]
        sentences = combine_sentences(sentences)
        embeddings = self.embeddings.embed_documents(
            [x["combined_sentence"] for x in sentences]
        )
        for i, sentence in enumerate(sentences):
            sentence["combined_sentence_embedding"] = embeddings[i]
        distances, sentences = calculate_cosine_distances(sentences)
        start_index = 0

        # Create a list to hold the grouped sentences
        chunks = []
        breakpoint_percentile_threshold = 95
        breakpoint_distance_threshold = np.percentile(
            distances, breakpoint_percentile_threshold
        )  # If you want more chunks, lower the percentile cutoff

        indices_above_thresh = [
            i for i, x in enumerate(distances) if x > breakpoint_distance_threshold
        ]  # The indices of those breakpoints on your list

        # Iterate through the breakpoints to slice the sentences
        for index in indices_above_thresh:
            # The end index is the current breakpoint
            end_index = index

            # Slice the sentence_dicts from the current start index to the end index
            group = sentences[start_index : end_index + 1]
            combined_text = " ".join([d["sentence"] for d in group])
            chunks.append(combined_text)

            # Update the start index for the next group
            start_index = index + 1

        # The last group, if any sentences remain
        if start_index < len(sentences):
            combined_text = " ".join([d["sentence"] for d in sentences[start_index:]])
            chunks.append(combined_text)
        return chunks
```

Co-authored-by: Giulio Zani <salamanderxing@Giulios-MBP.homenet.telecomitalia.it>
 		8 months ago
..
langchain_experimental experimental[patch]: Fixes issue #17060 (#17062) 8 months ago
scripts infra: import checking bugfix (#14569) 10 months ago
tests langchain[patch], experimental[patch]: update utilities imports (#15438) 9 months ago
LICENSE Library Licenses (#13300) 10 months ago
Makefile create mypy cache dir if it doesn't exist (#14579) 10 months ago
README.md CONTRIBUTING.md Quick Start: focus on langchain core; clarify docs and experimental are separate (#10906) 1 year ago
_test_minimum_requirements.txt infra: bump exp min test reqs (#16884) 8 months ago
poetry.lock infra: bump exp min test reqs (#16884) 8 months ago
poetry.toml Harrison/move experimental (#8084) 1 year ago
pyproject.toml infra: bump exp min test reqs (#16884) 8 months ago

README.md
Unescape Escape

🦜️🧪 LangChain Experimental

This package holds experimental LangChain code, intended for research and experimental uses.

[!WARNING] Portions of the code in this package may be dangerous if not properly deployed in a sandboxed environment. Please be wary of deploying experimental code to production unless you've taken appropriate precautions and have already discussed it with your security team.

Some of the code here may be marked with security notices. However, given the exploratory and experimental nature of the code in this package, the lack of a security notice on a piece of code does not mean that the code in question does not require additional security considerations in order to be safe to use.