diff --git a/.buildinfo b/.buildinfo new file mode 100644 index 0000000..5672f25 --- /dev/null +++ b/.buildinfo @@ -0,0 +1,4 @@ +# Sphinx build info version 1 +# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. +config: ced2ed8930753438f7bfc8caa2ddd2f8 +tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/.nojekyll b/.nojekyll new file mode 100644 index 0000000..e69de29 diff --git a/README.md b/README.md new file mode 100644 index 0000000..55b369d --- /dev/null +++ b/README.md @@ -0,0 +1,3 @@ +#GitHub Pages + +Last update of sphinx html documentation from [98accc6](https://github.com/Prismadic/magnet/tree/98accc69363772c2bf1ab6b5f0641945f30b2778) diff --git a/_modules/index.html b/_modules/index.html new file mode 100644 index 0000000..8329a64 --- /dev/null +++ b/_modules/index.html @@ -0,0 +1,267 @@ + + + + + + Overview: module code — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Overview: module code
    • +
  • +
    • +
+
+
+
+
+ +

All modules for which code is available

+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/_modules/magnet/ic/field.html b/_modules/magnet/ic/field.html new file mode 100644 index 0000000..f9a8388 --- /dev/null +++ b/_modules/magnet/ic/field.html @@ -0,0 +1,608 @@ + + + + + + magnet.ic.field — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

Source code for magnet.ic.field

+import json, datetime, xxhash, platform
+
+from dataclasses import asdict
+from tabulate import tabulate
+
+from magnet.base import Magnet
+from magnet.utils.globals import _f
+from magnet.utils.data_classes import *
+
+from nats.errors import TimeoutError
+from nats.js.api import StreamConfig, ConsumerConfig
+from nats.js.errors import ServerError
+
+x = xxhash
+dt = datetime.datetime.now(datetime.timezone.utc)
+utc_time = dt.replace(tzinfo=datetime.timezone.utc)
+utc_timestamp = utc_time.timestamp()
+
+

+[docs]
+class Charge:
+    def __init__(self, magnet: Magnet):
+        self.magnet = magnet
+
+

+[docs]
+    async def list_streams(self):
+        try:
+            streams = await self.magnet.js.streams_info()
+            remote_streams = [x.config.name for x in streams]
+            remote_subjects = [x.config.subjects for x in streams]
+            data = zip(remote_streams, remote_subjects)
+            # Initialize an empty list to store formatted data
+            formatted_data = []
+
+            # Loop through each stream and its subjects
+            for stream, subjects in zip(remote_streams, remote_subjects):
+                # Check if the current stream name or any of the subjects match the config variables
+                match_stream_name = stream == self.magnet.config.stream_name
+                match_subject = self.magnet.config.category in subjects
+
+                # If there's a match, format the stream name and subjects with ANSI green color and a magnet emoji
+                if match_stream_name or match_subject:
+                    formatted_stream = f"\033[92m{stream} \U0001F9F2\033[0m"  # Green and magnet emoji for stream name
+                    formatted_subjects = [f"\033[92m{subject} \U0001F9F2\033[0m" if subject == self.magnet.config.category else subject for subject in subjects]
+                else:
+                    formatted_stream = stream
+                    formatted_subjects = subjects
+
+                # Add the formatted stream and subjects to the list
+                formatted_data.append([formatted_stream, ', '.join(formatted_subjects)])
+
+            # Creating a table with the formatted data
+            table = tabulate(formatted_data, headers=['Stream Name', 'Subjects'], tablefmt="pretty")
+
+            _f("info", f'\n{table}')
+        except TimeoutError:
+            return _f('fatal', f'could not connect to {self.magnet.config.host}')
+        except Exception as e:
+            return _f('fatal', e)

+
+
+

+[docs]
+    async def on(self):
+        try:
+            streams = await self.magnet.js.streams_info()
+            remote_streams = [x.config.name for x in streams]
+            remote_subjects = [x.config.subjects for x in streams]
+            if self.magnet.config.stream_name not in remote_streams:
+                return _f('fatal', f'{self.magnet.config.stream_name} not found, initialize with `Magnet.align()` first')
+            elif self.magnet.config.category not in sum(remote_subjects, []):
+                if self.magnet.config.category not in sum([x.config.subjects for x in streams if x.config.name == self.magnet.config.stream_name], []):
+                    try:
+                        subjects = sum(
+                            [x.config.subjects for x in streams if x.config.name == self.magnet.config.stream_name], [])
+                        subjects.append(self.magnet.config.category)
+                        await self.magnet.js.update_stream(StreamConfig(
+                            name=self.magnet.config.stream_name
+                            , subjects=subjects
+                        ))
+                        _f("success", f'created [{self.magnet.config.category}] on\n🛰️ stream: {self.magnet.config.stream_name}')
+                    except ServerError as e:
+                        _f('fatal', f"couldn't create {self.magnet.config.stream_name} on {self.magnet.config.host}, ensure your `category` is set")
+        except TimeoutError:
+            return _f('fatal', f'could not connect to {self.magnet.config.host}')
+        _f("success", f'ready [{self.magnet.config.category}] on\n🛰️ stream: {self.magnet.config.stream_name}')

+
+
+

+[docs]
+    async def off(self):
+        """
+        Disconnects from the NATS server and prints a warning message.
+        """
+        await self.magnet.nc.drain()
+        await self.magnet.nc.close()
+        _f('warn', f'disconnected from {self.magnet.config.host}')

+
+
+

+[docs]
+    async def pulse(self, payload: Payload | GeneratedPayload | EmbeddingPayload | JobParams = None, v=False):
+        """
+        Publishes data to the NATS server using the specified category and payload.
+
+        Args:
+            payload (dict): The data to be published.
+        """
+        try:
+            bytes_ = json.dumps(asdict(payload), separators=(
+                ', ', ':')).encode('utf-8')
+        except Exception as e:
+            return _f('fatal', f'invalid object, more info:\n{e} in [Payload, GeneratedPayload, EmbeddingPayload, JobParams]')
+        try:
+            _hash = x.xxh64(bytes_).hexdigest()
+            msg = await self.magnet.js.publish(
+                self.magnet.config.category, bytes_, headers={
+                    "Nats-Msg-Id": _hash
+                }
+            )
+            _f('success', f'pulsed to {self.magnet.config.category} on {self.magnet.config.stream_name}') if v else None
+            _ts = datetime.datetime.now(datetime.timezone.utc)
+            msg.ts = _ts
+            return msg
+        except Exception as e:
+            return _f('fatal', f'could not pulse data to {self.magnet.config.host}\n{e}')

+
+
+

+[docs]
+    async def excite(self, job: dict = {}):
+        """
+        Publishes data to the NATS server using the specified category and payload.
+
+        Args:
+            job (dict, optional): The data to be published. Defaults to {}.
+        """
+        try:
+            bytes_ = json.dumps(job, separators=(', ', ':')).encode('utf-8')
+        except Exception as e:
+            _f('fatal', f'invalid JSON\n{e}')
+        try:
+            _hash = x.xxh64(bytes_).hexdigest()
+            await self.magnet.js.publish(
+                self.magnet.config.category, bytes_, headers={
+                    "Nats-Msg-Id": _hash
+                }
+            )
+        except Exception as e:
+            _f('fatal', f'could not send data to {self.magnet.config.host}\n{e}')

+
+
+

+[docs]
+    async def emp(self, name=None):
+        """
+        Deletes the specified stream if the name matches the current stream, or prints an error message if the name doesn't match or the stream doesn't exist.
+
+        Args:
+            name (str, optional): The name of the stream to delete. Defaults to None.
+        """
+        if name and name == self.magnet.config.stream_name:
+            await self.magnet.js.delete_stream(name=self.magnet.config.stream_name)
+            _f('warn', f'{self.magnet.config.stream_name} stream deleted')
+        else:
+            _f('fatal', "name doesn't match the stream or stream doesn't exist")

+
+
+

+[docs]
+    async def reset(self, name=None):
+        """
+        Purges the specified category if the name matches the current category, or prints an error message if the name doesn't match or the category doesn't exist.
+
+        Args:
+            name (str, optional): The name of the category to purge. Defaults to None.
+        """
+        if name and name == self.magnet.config.category:
+            await self.js.purge_stream(name=self.magnet.config.stream_name, subject=self.magnet.config.category)
+            _f('warn', f'{self.magnet.config.category} category deleted')
+        else:
+            _f('fatal', "name doesn't match the stream category or category doesn't exist")

+

+
+
+

+[docs]
+class Resonator:
+    def __init__(self, magnet: Magnet):
+        """
+        Initializes the `Resonator` class with the NATS server address.
+
+        Args:
+            server (str): The address of the NATS server.
+        """
+        self.magnet = magnet
+
+

+[docs]
+    async def on(self, job: bool = None, local: bool = False, bandwidth: int = 1000):
+        """
+        Connects to the NATS server, subscribes to a specific category in a stream, and consumes messages from that category.
+
+        Args:
+            category (str, optional): The category to subscribe to. Defaults to 'no_category'.
+            stream (str, optional): The stream to subscribe to. Defaults to 'documents'.
+            session (str, optional): The session name for durable subscriptions. Defaults to 'magnet'.
+
+        Returns:
+            None
+
+        Raises:
+            TimeoutError: If there is a timeout error while connecting to the NATS server.
+            Exception: If there is an error in consuming the message or processing the callback function.
+        """
+        self.node = f'{platform.node()}_{x.xxh64(platform.node(), seed=int(utc_timestamp)).hexdigest()}' if local else platform.node()
+        self.durable = f'{self.node}_job' if job else self.node
+        self.consumer_config = ConsumerConfig(
+            ack_policy="explicit"
+            , max_ack_pending=bandwidth
+            , ack_wait=3600
+        )
+        _f('wait', f'connecting to {self.magnet.config.host}')
+        try:
+            self.sub = await self.magnet.js.pull_subscribe(
+                durable=self.magnet.config.session
+                , subject=self.magnet.config.category
+                , stream=self.magnet.config.stream_name
+                , config=self.consumer_config
+            )
+            _f('info',
+                f'joined worker queue: {self.magnet.config.session} as {self.node}')
+        except Exception as e:
+            return _f('fatal', e)

+
+
+

+[docs]
+    async def listen(self, cb=print, job_n: int = None, generic: bool = False, verbose=False):
+
+        try: self.sub
+        except: return _f('fatal', 'no subscriber initialized')
+        if job_n:
+            _f("info",
+               f'consuming {job_n} from [{self.magnet.config.category}] on\n🛰️ stream: {self.magnet.config.stream_name}\n🧲 session: "{self.magnet.session}"')
+            try:
+                msgs = await self.sub.fetch(batch=job_n, timeout=60)
+                payloads = [msg.data if generic else Payload(
+                    **json.loads(msg.data)) for msg in msgs]
+                try:
+                    for payload, msg in zip(payloads, msgs):
+                        await cb(payload, msg)
+                except ValueError as e:
+                    _f('success', f"job of {job_n} fulfilled\n{e}")
+                except Exception as e:
+                    _f('fatal', e)
+            except ValueError as e:
+                _f('warn',
+                   f'{self.magnet.config.session} reached the end of {self.magnet.config.category}, {self.magnet.config.name}')
+            except Exception as e:
+                _f('warn', "no more data")
+        else:
+            _f("info",
+               f'consuming delta from [{self.magnet.config.category}] on\n🛰️ stream: {self.magnet.config.stream_name}\n🧲 session: "{self.magnet.config.session}"')
+            while True:
+                try:
+                    msgs = await self.sub.fetch(batch=1, timeout=60)
+                    _f('info', f"{msgs}") if verbose else None
+                    payload = msgs[0].data if generic else Payload(
+                        **json.loads(msgs[0].data))
+                    _f('info', f"{payload}") if verbose else None
+                    try:
+                        await cb(payload, msgs[0])
+                    except Exception as e:
+                        _f("warn", f'retrying connection to {self.magnet.config.host}\n{e}')
+                        _f("info", "this can also be a problem with your callback")
+                except Exception as e:
+                    _f('warn', f'no more data') if "nats: timeout" in str(e) else _f('fatal', e)
+                    break

+
+
+

+[docs]
+    async def worker(self, cb=print):
+        """
+        Consume messages from a specific category in a stream and process them as jobs.
+
+        Args:
+            cb (function, optional): The callback function to process the received messages. Defaults to `print`.
+
+        Returns:
+            None
+
+        Raises:
+            Exception: If there is an error in consuming the message or processing the callback function.
+        """
+        _f("info",
+           f'processing jobs from [{self.magnet.config.category}] on\n🛰️ stream: {self.magnet.config.stream_name}\n🧲 session: "{self.magnet.session}"')
+        try:
+            msg = await self.sub.next_msg(timeout=60)
+            payload = JobParams(**json.loads(msg.data))
+            try:
+                await cb(payload, msg)
+            except Exception as e:
+                _f("warn", f'something wrong in your callback function!\n{e}')
+        except Exception as e:
+            _f('fatal', 'invalid JSON')

+
+
+

+[docs]
+    async def conduct(self, cb=print):
+        pass

+
+
+

+[docs]
+    async def info(self):
+        """
+        Retrieves information about a consumer in a JetStream stream.
+
+        :param session: A string representing the session name of the consumer. If not provided, information about all consumers in the stream will be retrieved.
+        :return: None
+        """
+        jsm = await self.magnet.js.consumer_info(stream=self.magnet.config.stream_name, consumer=self.magnet.session)
+        _f('info', json.dumps(jsm.config.__dict__, indent=2))

+
+
+

+[docs]
+    async def off(self):
+        """
+        Unsubscribes from the category and stream and disconnects from the NATS server.
+
+        :return: None
+        """
+        await self.magnet.js.sub.unsubscribe()
+        _f('warn', f'unsubscribed from {self.magnet.config.stream_name}')
+        await self.nc.drain()
+        _f('warn', f'safe to disconnect from {self.magnet.config.host}')

+

+
+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/_modules/magnet/ize/memory.html b/_modules/magnet/ize/memory.html new file mode 100644 index 0000000..aed0f93 --- /dev/null +++ b/_modules/magnet/ize/memory.html @@ -0,0 +1,418 @@ + + + + + + magnet.ize.memory — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

Source code for magnet.ize.memory

+from sentence_transformers import SentenceTransformer
+
+from magnet.utils.globals import _f
+from magnet.utils.globals import Utils
+from magnet.utils.index.milvus import *
+from magnet.utils.data_classes import EmbeddingPayload
+
+from magnet.ic.field import Charge, Magnet
+
+from typing import Optional
+
+

+[docs]
+class Memory:
+    """
+    The Embedder class is responsible for embedding text using a pre-trained sentence transformer model and storing or sending the embeddings for further processing. It utilizes the Milvus database for storing and searching the embeddings.
+
+    Args:
+        config (Config): A Config instance containing the configuration parameters for the Embedder class.
+        create (bool, optional): If set to True, a connection to the Milvus database will be created. Defaults to False.
+
+    Attributes:
+        config (Config): A Config instance containing the configuration parameters for the Embedder class.
+        model (SentenceTransformer): An instance of the SentenceTransformer class from the sentence_transformers library, used for text embedding.
+        db (MilvusDB): An instance of the MilvusDB class from the magnet.utils.milvus module, used for connecting to the Milvus database.
+    """
+
+    def __init__(self, magnet: Magnet = None):
+        self.config = magnet.config
+        self._model = None
+        
+

+[docs]
+    async def on(self, create: bool = False, initialize: bool = False):
+        self._model = SentenceTransformer(self.config.index.model, device=Utils().check_cuda())
+        _f('info', f'loading into {self._model.device}')
+        self.db = MilvusDB(self.config)
+        await self.db.on()
+        if create:
+            await self.db.create(overwrite=True)
+        await self.db.load()
+        if initialize:
+            self.db.initialize()

+
+
+

+[docs]
+    async def index(self, payload, msg, field: Charge = None, v: bool = False, instruction: str = "Represent this sentence for searching relevant passages: "):
+        if not msg or not payload:
+            return _f('fatal', 'no field message and/or payload to ack!')
+        if field:
+            self.field = field
+        try:
+            _f('info', f'encoding payload\n{payload}') if v else None
+            payload.embedding = self._model.encode(
+                f"{instruction} {payload.text}", normalize_embeddings=True)
+        except Exception as e:
+            return _f('fatal', e)
+        await msg.in_progress()
+        try:
+            _f('info', f'indexing payload') if v else None
+            if not await self.is_dupe(q=payload.embedding):
+                self.db.collection.insert([
+                    [payload.document], [payload.text], [payload.embedding]
+                ])
+                if field:
+                    payload = EmbeddingPayload(
+                        model=self.config.index.model,
+                        embedding=self._model.encode(
+                            f"{instruction} {payload.text}", normalize_embeddings=True).tolist(),
+                        text=payload.text,
+                        document=payload.document
+                    )
+                    _f('info', f'sending payload\n{payload}') if v else None
+                    await self.field.pulse(payload)
+                await msg.ack_sync()
+                _f('success', f'embedding indexed\n{payload}') if v else None
+            else:
+                await msg.ack_sync()
+                _f('warn', f'embedding exists already\n{payload}') if v else None
+        except Exception as e:
+            await msg.term()
+            _f('fatal', e)

+
+
+

+[docs]
+    def search(self, payload, limit: int = 100, cb: Optional[callable] = None, instruction: str = "Represent this sentence for searching relevant passages: "):
+        payload = EmbeddingPayload(
+            text=payload,
+            embedding=self._model.encode(
+                f"{instruction} {payload}", normalize_embeddings=True),
+            model=self.config.index.model,
+            document="none"
+        )
+
+        _results = self.db.collection.search(
+            data=[payload.embedding],
+            anns_field="embedding",
+            param=self.config.index.options,
+            limit=limit,
+            output_fields=['text', 'document']
+        )
+        results = []
+        for hits_i, hits in enumerate(_results):
+            for hit in hits:
+                results.append({
+                    'text': hit.entity.get('text'),
+                    'document': hit.entity.get('document'),
+                    'distance': hit.distance
+                })
+        if cb:
+            return cb(payload.text, results)
+        else:
+            return results

+
+
+

+[docs]
+    async def info(self):
+        return self.db.collection

+
+
+

+[docs]
+    async def disconnect(self):
+        await self.db.off()

+
+
+

+[docs]
+    async def delete(self, name: str = None):
+        if name and name == self.config.index.name:
+            try:
+                self.db.delete_index()
+            except Exception as e:
+                _f('fatal', e)
+        else:
+            _f('fatal', "name doesn't match the connection or the connection doesn't exist")

+
+    
+

+[docs]
+    async def is_dupe(self, q: str = None):
+        match = self.db.collection.search(
+            data=[q],
+            anns_field="embedding",
+            param=self.config.index.options,
+            output_fields=['text', 'document'],
+            limit=1
+        )
+        return True if match and match[0] and match[0][0].distance >= 0.99 else False

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/_modules/magnet/utils/data_classes.html b/_modules/magnet/utils/data_classes.html new file mode 100644 index 0000000..f0693c1 --- /dev/null +++ b/_modules/magnet/utils/data_classes.html @@ -0,0 +1,415 @@ + + + + + + magnet.utils.data_classes — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

Source code for magnet.utils.data_classes

+from dataclasses import dataclass, field
+from typing import Dict, Optional, Any
+
+from dataclasses import dataclass, field
+from typing import List, Optional, Callable
+
+

+[docs]
+@dataclass
+class AskParameters:
+    m: str = "mistralai/Mistral-7B-Instruct-v0.1"
+    q: str = "What is your itinerary?"
+    t: float = 1.0
+    n: int = 8096
+    p: str = "qa_ref"
+    cb: Optional[Callable] = None
+    docs: List[str] = field(default_factory=list)
+    vllm: bool = False

+
+
+

+[docs]
+@dataclass
+class IndexConfig:
+    milvus_uri: Optional[str] = None
+    milvus_port: Optional[int] = None
+    milvus_user: Optional[str] = None
+    milvus_password: Optional[str] = None
+    dimension: Optional[int] = None
+    model: Optional[str] = None
+    name: Optional[str] = None
+    options: Dict[Optional[dict], Any] = field(default_factory=dict)

+
+
+

+[docs]
+@dataclass
+class MagnetConfig:
+    host: str
+    domain: str = None
+    credentials: str = None
+    session: str = None
+    stream_name: str = None
+    category: str = None
+    kv_name: str = None
+    os_name: str = None
+    index: Optional[IndexConfig] = None

+
+
+

+[docs]
+@dataclass
+class Payload:
+    """
+    Represents a payload with two main fields: text and document.
+
+    Args:
+        text (str): The text associated with the payload.
+        document (str): The document associated with the payload.
+    """
+    text: str
+    document: str

+
+
+

+[docs]
+@dataclass
+class GeneratedPayload:
+    """
+    Represents a payload generated by a system.
+
+    Args:
+        query (str): The query associated with the payload.
+        prompt (str): The prompt associated with the payload.
+        context (list): The context associated with the payload.
+        result (str): The result generated by the system.
+        model (str): The model used to generate the payload.
+    """
+    query: str
+    prompt: str
+    context: list
+    result: str
+    model: str

+
+
+

+[docs]
+@dataclass
+class EmbeddingPayload:
+    """
+    Represents a payload for embedding text data.
+
+    Attributes:
+        document (str): The document associated with the text data.
+        embedding (list): The embedding of the text data.
+        text (list): The text of the data.
+        model (str): The model used for embedding the text data.
+    """
+    document: str
+    embedding: list
+    text: list
+    model: str

+
+
+

+[docs]
+@dataclass
+class MistralArgs:
+    """
+    Represents a set of arguments for the Mistral model.
+
+    Args:
+        dim (int): The dimensionality of the model.
+        n_layers (int): The number of layers in the model.
+        head_dim (int): The dimensionality of each attention head.
+        hidden_dim (int): The dimensionality of the hidden layer in the feed-forward network.
+        n_heads (int): The number of attention heads.
+        n_kv_heads (int): The number of attention heads used for key-value attention.
+        norm_eps (float): The epsilon value used for numerical stability in layer normalization.
+        vocab_size (int): The size of the vocabulary used in the model.
+    """
+
+    dim: int
+    n_layers: int
+    head_dim: int
+    hidden_dim: int
+    n_heads: int
+    n_kv_heads: int
+    norm_eps: float
+    vocab_size: int

+
+
+

+[docs]
+@dataclass
+class JobParams:
+    milvus_host: str
+    milvus_port: int
+    milvus_username: str
+    milvus_password: str
+    milvus_collection: str
+    nats_host: str
+    nats_username: str
+    nats_password: str
+    nats_stream: str
+    nats_category: str
+    job_type: str
+    job_n: int
+    embedding_model: str
+    generation_model: str

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/_modules/magnet/utils/globals.html b/_modules/magnet/utils/globals.html new file mode 100644 index 0000000..d266fa9 --- /dev/null +++ b/_modules/magnet/utils/globals.html @@ -0,0 +1,534 @@ + + + + + + magnet.utils.globals — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

Source code for magnet.utils.globals

+import re
+import os
+import torch
+import random
+import boto3
+from spacy.lang.en import English
+import inspect
+
+
+

+[docs]
+def reversal():
+    return inspect.getsource(inspect.currentframe().f_back)

+
+
+
+def _f(
+    tag: str = None,
+    body: any = None,
+    no_print: bool = False,
+    luxe: bool = False
+):
+    """
+    The `_f` function is a logging utility that prints messages with different tags and colors based on
+    the provided parameters.
+
+    :param tag: The `tag` parameter is a string that represents the tag for the log message. It can be
+    one of the following values: "FATAL", "WARN", "INFO", "WAIT", or "SUCCESS"
+    :type tag: str
+    :param body: The `body` parameter is used to specify the message or content that you want to
+    display. It can be of any type
+    :type body: any
+    :param no_print: The `no_print` parameter is a boolean flag that determines whether the output
+    should be printed or returned as a string.
+    the formatted string without printing it. If `no_print` is set to `False` (default)
+    :type no_print: bool (optional)
+    :param luxe: The `luxe` parameter is a boolean flag that determines whether to use a more luxurious
+    and colorful output format. If `luxe` is set to `True`, the output will include random colors,
+    emojis, and matrix-like characters.
+    :type luxe: bool (optional)
+    :return: The function `_f` returns a formatted string if the `no_print` parameter is set to `True`.
+    If `no_print` is `False`, the function prints the formatted string and returns `None`.
+    """
+    tags = [
+        ("FATAL", "☠️", "\033[91m"),  # Red color for FATAL
+        ("WARN", "🚨", "\033[93m"),  # Yellow color for WARN
+        ("INFO", "ℹ️", "\033[94m"),  # Blue color for INFO
+        ("WAIT", "☕️", "\033[96m"),  # Cyan color for WAIT
+        ("SUCCESS", "🌊", "\033[92m"),  # Green color for SUCCESS
+    ]
+    _luxe = [
+        "\033[31m",
+        "\033[32m",
+        "\033[33m",
+        "\033[34m",
+        "\033[35m",
+        "\033[36m",
+        "\033[91m",
+        "\033[92m",
+        "\033[93m",
+        "\033[94m",
+        "\033[95m",
+        "\033[96m",
+    ]
+    _matrix = ["⣾", "⣽", "⣻", "⢿", "⡿", "⣟", "⣯", "⣷"]
+    _joy = [
+        "🍤",
+        "🌈",
+        "📊",
+        "🏁",
+        "🌊",
+        "🧠",
+        "✨",
+        "🧮",
+        "🎉",
+        "🥳",
+        "🤩",
+        "🐈",
+        "❤️",
+        "💙",
+        "💜",
+        "💚",
+        "💛",
+        "🧡",
+        "⭐️",
+    ]
+    matching_tags = [x for x in tags if x[0] == tag.upper()]
+    if matching_tags:
+        tag_text = matching_tags[0][0]
+        emoji = matching_tags[0][1]
+        color_code = matching_tags[0][2]
+        if luxe:
+            return (
+                f"{_luxe[random.randint(0,len(_luxe)-1)]} {_joy[random.randint(0,len(_joy)-1)]} {_matrix[random.randint(0,len(_matrix)-1)]}: {body}\033[0m"
+                if no_print
+                else print(
+                    f"{_luxe[random.randint(0,len(_luxe)-1)]} {_joy[random.randint(0,len(_joy)-1)]} {_matrix[random.randint(0,len(_matrix)-1)]}: {body}\033[0m"
+                )
+            )
+        else:
+            return (
+                f"{color_code} {emoji} {tag_text}: {body}\033[0m"
+                if no_print
+                else print(f"{color_code}{emoji} {tag_text}: {body}\033[0m")
+            )
+    else:
+        print(f"😭 UNKNOWN TAG - `{tag}`")
+
+

+[docs]
+class Utils:
+    """
+    The `Utils` class provides various utility functions for tasks such as checking CUDA availability, normalizing text, and uploading files to Amazon S3.
+
+    Example Usage:
+        # Create an instance of the Utils class
+        utils = Utils()
+
+        # Check if CUDA is available
+        utils.check_cuda()
+
+        # Normalize a text string
+        normalized_text = utils.normalize_text("   This is a sample text.   ")
+
+        # Upload a file to Amazon S3
+        utils.upload_to_s3(file_or_dir="path/to/file.txt", keys=("YOUR_ACCESS_KEY", "YOUR_SECRET_KEY"), bucket="my-bucket", bucket_path="data")
+
+    Main functionalities:
+    - Checking if CUDA is available on the machine
+    - Normalizing text by performing various cleaning operations
+    - Uploading files to Amazon S3
+
+    Methods:
+    - __init__(): Initializes the Utils class and sets up the spaCy English language model with a sentence tokenizer.
+    - check_cuda(): Checks if CUDA is available on the machine and provides additional information if it is.
+    - normalize_text(_): Cleans a text string by removing whitespace, replacing characters, and removing curly braces.
+    - upload_to_s3(file_or_dir, keys, bucket, bucket_path): Uploads a file or directory to an Amazon S3 bucket using the provided access keys and bucket information.
+
+    Fields:
+    The Utils class does not have any fields.
+    """
+
+    def __init__(self):
+        nlp = English()
+        nlp.add_pipe("sentencizer")
+        self.nlp = nlp
+
+

+[docs]
+    def check_cuda(self):
+        """
+        The function checks if CUDA is available on the machine and provides additional information if
+        it is.
+        """
+        if torch.cuda.is_available():
+            _f("success", "CUDA is available on this machine.")
+            # You can also print additional information like the number of available GPUs:
+            _f("info",
+               f"Number of available GPUs - {torch.cuda.device_count()}")
+            # To get the name of the GPU:
+            _f(
+                "info", f"GPU Name - {torch.cuda.get_device_name(0)}"
+            )  # 0 is the GPU index
+            return 'cuda'
+        else:
+            _f("warn", "CUDA is not available on this machine.")
+            return 'cpu'

+
+
+

+[docs]
+    def normalize_text(self, _):
+        """
+        The `clean` function takes a string as input and performs various cleaning operations on it,
+        such as removing whitespace, replacing characters, and removing curly braces.
+
+        :param _: The parameter "_" is a placeholder for the input string that needs to be cleaned
+        :return: a cleaned version of the input string.
+        """
+        if isinstance(_, list):
+            _f(
+                "warn",
+                f"this item may not process properly because it is a list: \n{_}",
+            )
+        try:
+            if not isinstance(_, str):
+                _f('warn', f'non-string found {type(_)}')
+            _ = _.strip()
+            _ = _.replace('.', '') if (
+                _.count('.') / len(_)) * 100 > 0.3 else _
+
+            # Check if more than 20% of the string is integers
+            num_digits = sum(1 for char in _ if char.isdigit())
+            if (num_digits / len(_)) >= 0.2:
+                _ = ""  # Replace with empty quotes
+            else:
+                _ = _.replace('"', "'")
+
+            # Check if the string has at least 5 words
+            words = _.split()
+            if len(words) < 5:
+                _ = ""  # Replace with empty quotes if fewer than 5 words
+
+            _ = _.replace("\t", "")
+            _ = _.replace("\n", "")
+            _ = _.replace("\xa0", "")
+            _ = " ".join(_.split())
+            _ = re.sub(r" {[^}]*}", "", _)
+            return str(_)
+        except Exception as e:
+            _f("fatal", e)

+
+
+

+[docs]
+    def upload_to_s3(
+        self,
+        file_or_dir: str = None,
+        keys: tuple = ("YOUR_ACCESS_KEY", "YOUR_SECRET_KEY"),
+        bucket: str = None,
+        bucket_path: str = None,
+    ):
+        """
+        Uploads a file or directory to an Amazon S3 bucket.
+
+        Args:
+            file_or_dir (str): The path of the file or directory to be uploaded.
+            keys (tuple): A tuple containing the access keys (access key ID and secret access key) required to access the Amazon S3 bucket. Default is ("YOUR_ACCESS_KEY", "YOUR_SECRET_KEY").
+            bucket (str): The name of the Amazon S3 bucket where the file or directory will be uploaded.
+            bucket_path (str): The path within the bucket where the file or directory will be uploaded.
+
+        Returns:
+            None
+
+        Raises:
+            None
+
+        Example Usage:
+            # Create an instance of the Utils class
+            utils = Utils()
+
+            # Upload a file to Amazon S3
+            utils.upload_to_s3(file_or_dir="path/to/file.txt", keys=("YOUR_ACCESS_KEY", "YOUR_SECRET_KEY"), bucket="my-bucket", bucket_path="data")
+        """
+        aws_access_key_id, aws_secret_access_key = keys
+
+        s3 = boto3.client(
+            "s3",
+            aws_access_key_id=aws_access_key_id,
+            aws_secret_access_key=aws_secret_access_key,
+        )
+        _f("warn", f"uploading to S3 - {file_or_dir}")
+        if os.path.isfile(os.path.abspath(file_or_dir)):
+            s3.upload_file(
+                os.path.abspath(
+                    file_or_dir), bucket, f'{bucket_path}/{file_or_dir.split("/")[-1]}'
+            )
+            _f("success",
+               f'uploaded - {bucket}/{bucket_path}/{file_or_dir.split("/")[-1]}')
+        elif os.path.isdir(os.path.abspath(file_or_dir)):
+            for filename in os.listdir(file_or_dir):
+                f = os.path.join(file_or_dir, filename)
+                s3.upload_file(
+                    os.path.abspath(
+                        f), bucket, f'{bucket_path}/{f.split("/")[-1]}'
+                )
+                _f("success",
+                   f'uploaded - {bucket}/{bucket_path}/{f.split("/")[-1]}')

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt new file mode 100644 index 0000000..8b3284c --- /dev/null +++ b/_sources/index.rst.txt @@ -0,0 +1,171 @@ +.. magnet documentation master file, created by + sphinx-quickstart on Fri Dec 22 18:10:22 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +.. raw:: html + +

+ + Welcome to the 🧲 docs + +.. raw:: html + +

+ +|DIV| + +.. toctree:: + :maxdepth: 3 + :caption: Packages & useful classes + + magnet.ic + magnet.ize + magnet.ron + magnet.utils + +|DIV| + +.. raw:: html + +

+ +magnet +======= + +.. raw:: html + +

+ +.. raw:: html + +

+ +don't forget to `check out `_ the helpful 💻 examples + +.. raw:: html + +

+ +.. raw:: html + +

+ +the small distributed language model toolkit + +.. raw:: html + +

+ +.. raw:: html + +

+ +|NET| + +.. raw:: html + +

+ +.. raw:: html + +

+ +⚡️ fine-tune state-of-the-art LLMs anywhere, rapidly ⚡️ + +.. raw:: html + +

+ +🧬 Installation +---------------- + +|DIV| + +.. code:: bash + + pip install llm-magnet + +or + +.. code:: bash + + python3 setup.py install + +🔮 features +---------------- + +|DIV| + +- ⚡️ **It’s Fast** + + - fast on consumer hardware + - \ *very* fast on Apple Silicon + - \ **extremely** fast on ROCm/CUDA + +- 🫵 **Automatic or your way** + + - rely on established transformer patterns to let ``magnet`` do the + work + - keep your existing data processing functions, bring them to + ``magnet``! + +- 🛰️ **100% Distributed** + + - processing, embedding, storage, retrieval, querying, or inference + from anywhere + - as much or as little compute as you need + +- 🧮 **Choose Inference Method** + + - HuggingFace + - vLLM node + - GPU + - mlx + +- 🌎 **Huge Volumes** + + - handle gigantic amounts of data inexpensively + - fault-tolerant by design + - decentralized workloads + +- 🔐 **Secure** + + - JWT + - Basic + +- 🪵 **World-Class Comprehension** + + - \ ``magnet`` optionally logs its own code as it’s executed (yes, + really) + - build a self-aware system and allow it to learn from itself + - emojis are the future + +.. raw:: html + +

+ +learn more about how Prismadic uses 🧲 + +subscribe to our `substack `_ + +.. raw:: html + +

+ + +|A1| |A2| + +Indices and tables +---------------- + +|DIV| + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + +.. |A1| image:: https://github.com/Prismadic/.github/raw/main/profile/image_square.jpg +.. |A2| image:: https://github.com/Prismadic/.github/raw/main/profile/accent_color_square.jpg +.. |NET| image:: https://github.com/Prismadic/magnet/raw/main/clustered_bidirectional.png +.. |DIV| image:: https://github.com/Prismadic/magnet/raw/ef68535ecee236ff007638afa56de538b8fafd1a/divider.png \ No newline at end of file diff --git a/_sources/magnet.ic.rst.txt b/_sources/magnet.ic.rst.txt new file mode 100644 index 0000000..1c42cee --- /dev/null +++ b/_sources/magnet.ic.rst.txt @@ -0,0 +1,14 @@ +magnet.ic package +================= + +Submodules +---------- + +magnet.ic.field module +---------------------- + +.. automodule:: magnet.ic.field + :members: + :undoc-members: + :show-inheritance: + diff --git a/_sources/magnet.ize.rst.txt b/_sources/magnet.ize.rst.txt new file mode 100644 index 0000000..9d298a0 --- /dev/null +++ b/_sources/magnet.ize.rst.txt @@ -0,0 +1,21 @@ +magnet.ize package +================== + +Submodules +---------- + +magnet.ize.filings module +------------------------- + +.. automodule:: magnet.ize.filings + :members: + :undoc-members: + :show-inheritance: + +magnet.ize.memory module +------------------------ + +.. automodule:: magnet.ize.memory + :members: + :undoc-members: + :show-inheritance: diff --git a/_sources/magnet.ron.rst.txt b/_sources/magnet.ron.rst.txt new file mode 100644 index 0000000..526f88d --- /dev/null +++ b/_sources/magnet.ron.rst.txt @@ -0,0 +1,14 @@ +magnet.ron package +================== + +Submodules +---------- + +magnet.ron.llm module +--------------------- + +.. automodule:: magnet.ron.llm + :members: + :undoc-members: + :show-inheritance: + diff --git a/_sources/magnet.rst.txt b/_sources/magnet.rst.txt new file mode 100644 index 0000000..4079381 --- /dev/null +++ b/_sources/magnet.rst.txt @@ -0,0 +1,13 @@ +magnet package +============== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 5 + + magnet.ic + magnet.ize + magnet.ron + magnet.utils \ No newline at end of file diff --git a/_sources/magnet.utils.mlx.rst.txt b/_sources/magnet.utils.mlx.rst.txt new file mode 100644 index 0000000..c105aaa --- /dev/null +++ b/_sources/magnet.utils.mlx.rst.txt @@ -0,0 +1,13 @@ +magnet.utils.mlx package +======================== + +Submodules +---------- + +magnet.utils.mlx.mistral module +------------------------------- + +.. automodule:: magnet.utils.mlx.mistral + :members: + :undoc-members: + :show-inheritance: diff --git a/_sources/magnet.utils.rst.txt b/_sources/magnet.utils.rst.txt new file mode 100644 index 0000000..14ad44b --- /dev/null +++ b/_sources/magnet.utils.rst.txt @@ -0,0 +1,70 @@ +magnet.utils package +==================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + magnet.utils.mlx + +Submodules +---------- + +magnet.utils.data\_classes module +--------------------------------- + +.. automodule:: magnet.utils.data_classes + :members: + :undoc-members: + :show-inheritance: + +magnet.utils.globals module +--------------------------- + +.. automodule:: magnet.utils.globals + :members: + :undoc-members: + :show-inheritance: + +magnet.utils.huggingface module +------------------------------- + +.. automodule:: magnet.utils.huggingface + :members: + :undoc-members: + :show-inheritance: + +magnet.utils.local module +------------------------- + +.. automodule:: magnet.utils.local + :members: + :undoc-members: + :show-inheritance: + +magnet.utils.markdown module +---------------------------- + +.. automodule:: magnet.utils.markdown + :members: + :undoc-members: + :show-inheritance: + +magnet.utils.milvus module +-------------------------- + +.. automodule:: magnet.utils.milvus + :members: + :undoc-members: + :show-inheritance: + +magnet.utils.prompts module +--------------------------- + +.. automodule:: magnet.utils.prompts + :members: + :undoc-members: + :show-inheritance: + diff --git a/_sources/modules.rst.txt b/_sources/modules.rst.txt new file mode 100644 index 0000000..9b1c951 --- /dev/null +++ b/_sources/modules.rst.txt @@ -0,0 +1,10 @@ +magnet +========== + +.. toctree:: + :maxdepth: 5 + + magnet.ic + magnet.ize + magnet.ron + magnet.utils \ No newline at end of file diff --git a/_sources/setup.rst.txt b/_sources/setup.rst.txt new file mode 100644 index 0000000..552eb49 --- /dev/null +++ b/_sources/setup.rst.txt @@ -0,0 +1,7 @@ +setup module +============ + +.. automodule:: setup + :members: + :undoc-members: + :show-inheritance: diff --git a/_static/_sphinx_javascript_frameworks_compat.js b/_static/_sphinx_javascript_frameworks_compat.js new file mode 100644 index 0000000..8141580 --- /dev/null +++ b/_static/_sphinx_javascript_frameworks_compat.js @@ -0,0 +1,123 @@ +/* Compatability shim for jQuery and underscores.js. + * + * Copyright Sphinx contributors + * Released under the two clause BSD licence + */ + +/** + * small helper function to urldecode strings + * + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL + */ +jQuery.urldecode = function(x) { + if (!x) { + return x + } + return decodeURIComponent(x.replace(/\+/g, ' ')); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. Multiple values per key are supported, + * it will always return arrays of strings for the value parts. + */ +jQuery.getQueryParameters = function(s) { + if (typeof s === 'undefined') + s = document.location.search; + var parts = s.substr(s.indexOf('?') + 1).split('&'); + var result = {}; + for (var i = 0; i < parts.length; i++) { + var tmp = parts[i].split('=', 2); + var key = jQuery.urldecode(tmp[0]); + var value = jQuery.urldecode(tmp[1]); + if (key in result) + result[key].push(value); + else + result[key] = [value]; + } + return result; +}; + +/** + * highlight a given string on a jquery object by wrapping it in + * span elements with the given class name. + */ +jQuery.fn.highlightText = function(text, className) { + function highlight(node, addItems) { + if (node.nodeType === 3) { + var val = node.nodeValue; + var pos = val.toLowerCase().indexOf(text); + if (pos >= 0 && + !jQuery(node.parentNode).hasClass(className) && + !jQuery(node.parentNode).hasClass("nohighlight")) { + var span; + var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.className = className; + } + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + if (isInSVG) { + var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect"); + var bbox = node.parentElement.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute('class', className); + addItems.push({ + "parent": node.parentNode, + "target": rect}); + } + } + } + else if (!jQuery(node).is("button, select, textarea")) { + jQuery.each(node.childNodes, function() { + highlight(this, addItems); 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+ if (re2.test(w)) + w = w + "e"; + else if (re3.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + else if (re4.test(w)) + w = w + "e"; + } + } + + // Step 1c + re = /^(.+?)y$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(s_v); + if (re.test(stem)) + w = stem + "i"; + } + + // Step 2 + re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step2list[suffix]; + } + + // Step 3 + re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step3list[suffix]; + } + + // Step 4 + re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; + re2 = /^(.+?)(s|t)(ion)$/; + if (re.test(w)) { + var fp = re.exec(w); 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+} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms, highlightTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + const contentRoot = document.documentElement.dataset.content_root; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = contentRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = contentRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) { + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + // highlight search terms in the description + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + } + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + // highlight search terms in the summary + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms, + highlightTerms, +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms, highlightTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms, highlightTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms, highlightTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js new file mode 100644 index 0000000..8a96c69 --- /dev/null +++ b/_static/sphinx_highlight.js @@ -0,0 +1,154 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + const rest = document.createTextNode(val.substr(pos + text.length)); + parent.insertBefore( + span, + parent.insertBefore( + rest, + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + /* There may be more occurrences of search term in this node. So call this + * function recursively on the remaining fragment. + */ + _highlight(rest, addItems, text, className); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '

' + + '' + + _("Hide Search Matches") + + "

" + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(() => { + /* Do not call highlightSearchWords() when we are on the search page. + * It will highlight words from the *previous* search query. + */ + if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords(); + SphinxHighlight.initEscapeListener(); +}); diff --git a/genindex.html b/genindex.html new file mode 100644 index 0000000..218fd9e --- /dev/null +++ b/genindex.html @@ -0,0 +1,697 @@ + + + + + + Index — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ + +

Index

+ +
+ A + | C + | D + | E + | G + | H + | I + | J + | K + | L + | M + | N + | O + | P + | Q + | R + | S + | T + | U + | V + | W + +
+

A

+ + +
+ +

C

+ + + +
+ +

D

+ + + +
+ +

E

+ + + +
+ +

G

+ + + +
+ +

H

+ + + +
+ +

I

+ + + +
+ +

J

+ + + +
+ +

K

+ + +
+ +

L

+ + + +
+ +

M

+ + + +
+ +

N

+ + + +
+ +

O

+ + + +
+ +

P

+ + + +
+ +

Q

+ + + +
+ +

R

+ + + +
+ +

S

+ + + +
+ +

T

+ + + +
+ +

U

+ + + +
+ +

V

+ + + +
+ +

W

+ + +
+ + + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/index.html b/index.html new file mode 100644 index 0000000..fa2d838 --- /dev/null +++ b/index.html @@ -0,0 +1,413 @@ + + + + + + + magnet — magnet latest documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

+ +Welcome to the 🧲 docs

DIV

+
+

Packages & useful classes

+ +
+

DIV

+

+

magnet

+

don’t forget to check out the helpful 💻 examples

+

the small distributed language model toolkit

+

NET

+

⚡️ fine-tune state-of-the-art LLMs anywhere, rapidly ⚡️

+

+

🧬 Installation

+

DIV

+
pip install llm-magnet
+
+
+

or

+
python3 setup.py install
+
+
+
+
+

🔮 features

+

DIV

+
    +

  • ⚡️ It’s Fast

    +
      +

    • fast on consumer hardware

      • +

    • very fast on Apple Silicon

      • +

    • extremely fast on ROCm/CUDA

      • +
    +
    • +

  • 🫵 Automatic or your way

    +
      +

    • rely on established transformer patterns to let magnet do the +work

      • +

    • keep your existing data processing functions, bring them to +magnet!

      • +
    +
    • +

  • 🛰️ 100% Distributed

    +
      +

    • processing, embedding, storage, retrieval, querying, or inference +from anywhere

      • +

    • as much or as little compute as you need

      • +
    +
    • +

  • 🧮 Choose Inference Method

    +
      +

    • HuggingFace

      • +

    • vLLM node

      • +

    • GPU

      • +

    • mlx

      • +
    +
    • +

  • 🌎 Huge Volumes

    +
      +

    • handle gigantic amounts of data inexpensively

      • +

    • fault-tolerant by design

      • +

    • decentralized workloads

      • +
    +
    • +

  • 🔐 Secure

    +
      +

    • JWT

      • +

    • Basic

      • +
    +
    • +

  • 🪵 World-Class Comprehension

    +
      +

    • magnet optionally logs its own code as it’s executed (yes, +really)

      • +

    • build a self-aware system and allow it to learn from itself

      • +

    • emojis are the future

      • +
    +
    • +
+

learn more about how Prismadic uses 🧲

+

subscribe to our substack

+

A1 A2

+
+
+

Indices and tables

+

DIV

+ +
+
+ + +
+ +
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+ + + + + + + + \ No newline at end of file diff --git a/magnet.html b/magnet.html new file mode 100644 index 0000000..80711fe --- /dev/null +++ b/magnet.html @@ -0,0 +1,435 @@ + + + + + + + magnet package — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet package

+
+

Subpackages

+
+ +
+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/magnet.ic.html b/magnet.ic.html new file mode 100644 index 0000000..cf10b83 --- /dev/null +++ b/magnet.ic.html @@ -0,0 +1,409 @@ + + + + + + + magnet.ic package — magnet latest documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet.ic package

+
+

Submodules

+
+
+

magnet.ic.field module

+
+
+class magnet.ic.field.Charge(magnet: Magnet)[source]
+

Bases: object

+
+
+async emp(name=None)[source]
+

Deletes the specified stream if the name matches the current stream, or prints an error message if the name doesn’t match or the stream doesn’t exist.

+
+
Args:

name (str, optional): The name of the stream to delete. Defaults to None.

+
+
+
+ +
+
+async excite(job: dict = {})[source]
+

Publishes data to the NATS server using the specified category and payload.

+
+
Args:

job (dict, optional): The data to be published. Defaults to {}.

+
+
+
+ +
+
+async list_streams()[source]
+
+ +
+
+async off()[source]
+

Disconnects from the NATS server and prints a warning message.

+
+ +
+
+async on()[source]
+
+ +
+
+async pulse(payload: Payload | GeneratedPayload | EmbeddingPayload | JobParams = None, v=False)[source]
+

Publishes data to the NATS server using the specified category and payload.

+
+
Args:

payload (dict): The data to be published.

+
+
+
+ +
+
+async reset(name=None)[source]
+

Purges the specified category if the name matches the current category, or prints an error message if the name doesn’t match or the category doesn’t exist.

+
+
Args:

name (str, optional): The name of the category to purge. Defaults to None.

+
+
+
+ +
+ +
+
+class magnet.ic.field.Resonator(magnet: Magnet)[source]
+

Bases: object

+
+
+async conduct(cb=<built-in function print>)[source]
+
+ +
+
+async info()[source]
+

Retrieves information about a consumer in a JetStream stream.

+
+
Parameters:
+

session – A string representing the session name of the consumer. If not provided, information about all consumers in the stream will be retrieved.

+
+
Returns:
+

None

+
+
+
+ +
+
+async listen(cb=<built-in function print>, job_n: int = None, generic: bool = False, verbose=False)[source]
+
+ +
+
+async off()[source]
+

Unsubscribes from the category and stream and disconnects from the NATS server.

+
+
Returns:
+

None

+
+
+
+ +
+
+async on(job: bool = None, local: bool = False, bandwidth: int = 1000)[source]
+

Connects to the NATS server, subscribes to a specific category in a stream, and consumes messages from that category.

+
+
Args:

category (str, optional): The category to subscribe to. Defaults to ‘no_category’. +stream (str, optional): The stream to subscribe to. Defaults to ‘documents’. +session (str, optional): The session name for durable subscriptions. Defaults to ‘magnet’.

+
+
Returns:

None

+
+
Raises:

TimeoutError: If there is a timeout error while connecting to the NATS server. +Exception: If there is an error in consuming the message or processing the callback function.

+
+
+
+ +
+
+async worker(cb=<built-in function print>)[source]
+

Consume messages from a specific category in a stream and process them as jobs.

+
+
Args:

cb (function, optional): The callback function to process the received messages. Defaults to print.

+
+
Returns:

None

+
+
Raises:

Exception: If there is an error in consuming the message or processing the callback function.

+
+
+
+ +
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/magnet.ize.html b/magnet.ize.html new file mode 100644 index 0000000..16aa8f7 --- /dev/null +++ b/magnet.ize.html @@ -0,0 +1,329 @@ + + + + + + + magnet.ize package — magnet latest documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet.ize package

+
+

Submodules

+
+
+

magnet.ize.filings module

+
+
+

magnet.ize.memory module

+
+
+class magnet.ize.memory.Memory(magnet: Magnet = None)[source]
+

Bases: object

+

The Embedder class is responsible for embedding text using a pre-trained sentence transformer model and storing or sending the embeddings for further processing. It utilizes the Milvus database for storing and searching the embeddings.

+
+
Args:

config (Config): A Config instance containing the configuration parameters for the Embedder class. +create (bool, optional): If set to True, a connection to the Milvus database will be created. Defaults to False.

+
+
Attributes:

config (Config): A Config instance containing the configuration parameters for the Embedder class. +model (SentenceTransformer): An instance of the SentenceTransformer class from the sentence_transformers library, used for text embedding. +db (MilvusDB): An instance of the MilvusDB class from the magnet.utils.milvus module, used for connecting to the Milvus database.

+
+
+
+
+async delete(name: str = None)[source]
+
+ +
+
+async disconnect()[source]
+
+ +
+
+async index(payload, msg, field: Charge = None, v: bool = False, instruction: str = 'Represent this sentence for searching relevant passages: ')[source]
+
+ +
+
+async info()[source]
+
+ +
+
+async is_dupe(q: str = None)[source]
+
+ +
+
+async on(create: bool = False, initialize: bool = False)[source]
+
+ +
+
+search(payload, limit: int = 100, cb: callable | None = None, instruction: str = 'Represent this sentence for searching relevant passages: ')[source]
+
+ +
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/magnet.ron.html b/magnet.ron.html new file mode 100644 index 0000000..666f38f --- /dev/null +++ b/magnet.ron.html @@ -0,0 +1,275 @@ + + + + + + + magnet.ron package — magnet latest documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet.ron package

+
+

Submodules

+
+
+

magnet.ron.llm module

+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/magnet.utils.html b/magnet.utils.html new file mode 100644 index 0000000..ef02d9d --- /dev/null +++ b/magnet.utils.html @@ -0,0 +1,756 @@ + + + + + + + magnet.utils package — magnet latest documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet.utils package

+
+

Subpackages

+
+ +
+
+
+

Submodules

+
+
+

magnet.utils.data_classes module

+
+
+class magnet.utils.data_classes.AskParameters(m: str = 'mistralai/Mistral-7B-Instruct-v0.1', q: str = 'What is your itinerary?', t: float = 1.0, n: int = 8096, p: str = 'qa_ref', cb: Optional[Callable] = None, docs: List[str] = <factory>, vllm: bool = False)[source]
+

Bases: object

+
+
+cb: Callable | None = None
+
+ +
+
+docs: List[str]
+
+ +
+
+m: str = 'mistralai/Mistral-7B-Instruct-v0.1'
+
+ +
+
+n: int = 8096
+
+ +
+
+p: str = 'qa_ref'
+
+ +
+
+q: str = 'What is your itinerary?'
+
+ +
+
+t: float = 1.0
+
+ +
+
+vllm: bool = False
+
+ +
+ +
+
+class magnet.utils.data_classes.EmbeddingPayload(document: str, embedding: list, text: list, model: str)[source]
+

Bases: object

+

Represents a payload for embedding text data.

+
+
Attributes:

document (str): The document associated with the text data. +embedding (list): The embedding of the text data. +text (list): The text of the data. +model (str): The model used for embedding the text data.

+
+
+
+
+document: str
+
+ +
+
+embedding: list
+
+ +
+
+model: str
+
+ +
+
+text: list
+
+ +
+ +
+
+class magnet.utils.data_classes.GeneratedPayload(query: str, prompt: str, context: list, result: str, model: str)[source]
+

Bases: object

+

Represents a payload generated by a system.

+
+
Args:

query (str): The query associated with the payload. +prompt (str): The prompt associated with the payload. +context (list): The context associated with the payload. +result (str): The result generated by the system. +model (str): The model used to generate the payload.

+
+
+
+
+context: list
+
+ +
+
+model: str
+
+ +
+
+prompt: str
+
+ +
+
+query: str
+
+ +
+
+result: str
+
+ +
+ +
+
+class magnet.utils.data_classes.IndexConfig(milvus_uri: Optional[str] = None, milvus_port: Optional[int] = None, milvus_user: Optional[str] = None, milvus_password: Optional[str] = None, dimension: Optional[int] = None, model: Optional[str] = None, name: Optional[str] = None, options: Dict[Optional[dict], Any] = <factory>)[source]
+

Bases: object

+
+
+dimension: int | None = None
+
+ +
+
+milvus_password: str | None = None
+
+ +
+
+milvus_port: int | None = None
+
+ +
+
+milvus_uri: str | None = None
+
+ +
+
+milvus_user: str | None = None
+
+ +
+
+model: str | None = None
+
+ +
+
+name: str | None = None
+
+ +
+
+options: Dict[dict | None, Any]
+
+ +
+ +
+
+class magnet.utils.data_classes.JobParams(milvus_host: str, milvus_port: int, milvus_username: str, milvus_password: str, milvus_collection: str, nats_host: str, nats_username: str, nats_password: str, nats_stream: str, nats_category: str, job_type: str, job_n: int, embedding_model: str, generation_model: str)[source]
+

Bases: object

+
+
+embedding_model: str
+
+ +
+
+generation_model: str
+
+ +
+
+job_n: int
+
+ +
+
+job_type: str
+
+ +
+
+milvus_collection: str
+
+ +
+
+milvus_host: str
+
+ +
+
+milvus_password: str
+
+ +
+
+milvus_port: int
+
+ +
+
+milvus_username: str
+
+ +
+
+nats_category: str
+
+ +
+
+nats_host: str
+
+ +
+
+nats_password: str
+
+ +
+
+nats_stream: str
+
+ +
+
+nats_username: str
+
+ +
+ +
+
+class magnet.utils.data_classes.MagnetConfig(host: str, domain: str = None, credentials: str = None, session: str = None, stream_name: str = None, category: str = None, kv_name: str = None, os_name: str = None, index: magnet.utils.data_classes.IndexConfig | None = None)[source]
+

Bases: object

+
+
+category: str = None
+
+ +
+
+credentials: str = None
+
+ +
+
+domain: str = None
+
+ +
+
+host: str
+
+ +
+
+index: IndexConfig | None = None
+
+ +
+
+kv_name: str = None
+
+ +
+
+os_name: str = None
+
+ +
+
+session: str = None
+
+ +
+
+stream_name: str = None
+
+ +
+ +
+
+class magnet.utils.data_classes.MistralArgs(dim: int, n_layers: int, head_dim: int, hidden_dim: int, n_heads: int, n_kv_heads: int, norm_eps: float, vocab_size: int)[source]
+

Bases: object

+

Represents a set of arguments for the Mistral model.

+
+
Args:

dim (int): The dimensionality of the model. +n_layers (int): The number of layers in the model. +head_dim (int): The dimensionality of each attention head. +hidden_dim (int): The dimensionality of the hidden layer in the feed-forward network. +n_heads (int): The number of attention heads. +n_kv_heads (int): The number of attention heads used for key-value attention. +norm_eps (float): The epsilon value used for numerical stability in layer normalization. +vocab_size (int): The size of the vocabulary used in the model.

+
+
+
+
+dim: int
+
+ +
+
+head_dim: int
+
+ +
+
+hidden_dim: int
+
+ +
+
+n_heads: int
+
+ +
+
+n_kv_heads: int
+
+ +
+
+n_layers: int
+
+ +
+
+norm_eps: float
+
+ +
+
+vocab_size: int
+
+ +
+ +
+
+class magnet.utils.data_classes.Payload(text: str, document: str)[source]
+

Bases: object

+

Represents a payload with two main fields: text and document.

+
+
Args:

text (str): The text associated with the payload. +document (str): The document associated with the payload.

+
+
+
+
+document: str
+
+ +
+
+text: str
+
+ +
+ +
+
+

magnet.utils.globals module

+
+
+class magnet.utils.globals.Utils[source]
+

Bases: object

+

The Utils class provides various utility functions for tasks such as checking CUDA availability, normalizing text, and uploading files to Amazon S3.

+
+
Example Usage:

# Create an instance of the Utils class +utils = Utils()

+

# Check if CUDA is available +utils.check_cuda()

+

# Normalize a text string +normalized_text = utils.normalize_text(” This is a sample text. “)

+

# Upload a file to Amazon S3 +utils.upload_to_s3(file_or_dir=”path/to/file.txt”, keys=(“YOUR_ACCESS_KEY”, “YOUR_SECRET_KEY”), bucket=”my-bucket”, bucket_path=”data”)

+
+
+

Main functionalities: +- Checking if CUDA is available on the machine +- Normalizing text by performing various cleaning operations +- Uploading files to Amazon S3

+

Methods: +- __init__(): Initializes the Utils class and sets up the spaCy English language model with a sentence tokenizer. +- check_cuda(): Checks if CUDA is available on the machine and provides additional information if it is. +- normalize_text(_): Cleans a text string by removing whitespace, replacing characters, and removing curly braces. +- upload_to_s3(file_or_dir, keys, bucket, bucket_path): Uploads a file or directory to an Amazon S3 bucket using the provided access keys and bucket information.

+

Fields: +The Utils class does not have any fields.

+
+
+check_cuda()[source]
+

The function checks if CUDA is available on the machine and provides additional information if +it is.

+
+ +
+
+normalize_text(_)[source]
+

The clean function takes a string as input and performs various cleaning operations on it, +such as removing whitespace, replacing characters, and removing curly braces.

+
+
Parameters:
+

_ – The parameter “_” is a placeholder for the input string that needs to be cleaned

+
+
Returns:
+

a cleaned version of the input string.

+
+
+
+ +
+
+upload_to_s3(file_or_dir: str = None, keys: tuple = ('YOUR_ACCESS_KEY', 'YOUR_SECRET_KEY'), bucket: str = None, bucket_path: str = None)[source]
+

Uploads a file or directory to an Amazon S3 bucket.

+
+
Args:

file_or_dir (str): The path of the file or directory to be uploaded. +keys (tuple): A tuple containing the access keys (access key ID and secret access key) required to access the Amazon S3 bucket. Default is (“YOUR_ACCESS_KEY”, “YOUR_SECRET_KEY”). +bucket (str): The name of the Amazon S3 bucket where the file or directory will be uploaded. +bucket_path (str): The path within the bucket where the file or directory will be uploaded.

+
+
Returns:

None

+
+
Raises:

None

+
+
Example Usage:

# Create an instance of the Utils class +utils = Utils()

+

# Upload a file to Amazon S3 +utils.upload_to_s3(file_or_dir=”path/to/file.txt”, keys=(“YOUR_ACCESS_KEY”, “YOUR_SECRET_KEY”), bucket=”my-bucket”, bucket_path=”data”)

+
+
+
+ +
+ +
+
+magnet.utils.globals.reversal()[source]
+
+ +
+
+

magnet.utils.huggingface module

+
+
+

magnet.utils.local module

+
+
+

magnet.utils.markdown module

+
+
+

magnet.utils.milvus module

+
+
+

magnet.utils.prompts module

+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/magnet.utils.mlx.html b/magnet.utils.mlx.html new file mode 100644 index 0000000..11a2d68 --- /dev/null +++ b/magnet.utils.mlx.html @@ -0,0 +1,275 @@ + + + + + + + magnet.utils.mlx package — magnet latest documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet.utils.mlx package

+
+

Submodules

+
+
+

magnet.utils.mlx.mistral module

+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/modules.html b/modules.html new file mode 100644 index 0000000..917cacb --- /dev/null +++ b/modules.html @@ -0,0 +1,432 @@ + + + + + + + magnet — magnet latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

magnet

+
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/objects.inv b/objects.inv new file mode 100644 index 0000000..7477e96 Binary files /dev/null and b/objects.inv differ diff --git a/py-modindex.html b/py-modindex.html new file mode 100644 index 0000000..7047f74 --- /dev/null +++ b/py-modindex.html @@ -0,0 +1,303 @@ + + + + + + Python Module Index — magnet latest documentation + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Python Module Index
    • +
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    • +
+
+
+
+
+ + +

Python Module Index

+ +
+ m +
+ + + + + + + + + + + + + + + + + + + +
 
+ m
+ magnet +
    + magnet.ic.field +
    + magnet.ize.memory +
    + magnet.utils.data_classes +
    + magnet.utils.globals +
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/search.html b/search.html new file mode 100644 index 0000000..fae5ff9 --- /dev/null +++ b/search.html @@ -0,0 +1,283 @@ + + + + + + Search — magnet latest documentation + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
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    +
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  • Search
    • +
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+
+
+
+ + + + +
+ +
+ +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/searchindex.js b/searchindex.js new file mode 100644 index 0000000..6904111 --- /dev/null +++ b/searchindex.js @@ -0,0 +1 @@ +Search.setIndex({"docnames": ["index", "magnet", "magnet.ic", "magnet.ize", "magnet.ron", "magnet.utils", "magnet.utils.mlx", "modules", "setup"], "filenames": ["index.rst", "magnet.rst", "magnet.ic.rst", "magnet.ize.rst", "magnet.ron.rst", "magnet.utils.rst", "magnet.utils.mlx.rst", "modules.rst", "setup.rst"], "titles": ["magnet", "magnet package", "magnet.ic package", "magnet.ize package", "magnet.ron package", "magnet.utils package", "magnet.utils.mlx package", "magnet", "setup module"], "terms": {"welcom": 0, "doc": [0, 1, 5, 7], "ic": [0, 1, 7], "submodul": [0, 1, 7], "field": [0, 1, 3, 5, 7], "modul": [0, 1, 7], "charg": [0, 1, 2, 3, 7], "reson": [0, 1, 2, 7], "iz": [0, 1, 7], "file": [0, 1, 5, 7], "memori": [0, 1, 7], "ron": [0, 1, 7], "llm": [0, 1, 7], "util": [0, 1, 3, 7], "subpackag": [0, 7], 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0, "let": 0, "do": 0, "work": 0, "keep": 0, "exist": [0, 2], "data": [0, 2, 5], "process": [0, 2, 3], "function": [0, 2, 5], "bring": 0, "them": [0, 2], "100": [0, 3], "embed": [0, 1, 3, 5, 7], "storag": 0, "retriev": [0, 2], "queri": [0, 1, 5, 7], "infer": 0, "from": [0, 2, 3], "much": 0, "littl": 0, "comput": 0, "you": 0, "need": [0, 5], "choos": 0, "method": [0, 5], "vllm": [0, 1, 5, 7], "node": 0, "gpu": 0, "huge": 0, "volum": 0, "handl": 0, "gigant": 0, "amount": 0, "inexpens": 0, "fault": 0, "toler": 0, "design": 0, "decentr": 0, "workload": 0, "secur": 0, "jwt": 0, "basic": 0, "world": 0, "comprehens": 0, "option": [0, 1, 2, 3, 5, 7], "log": 0, "its": 0, "own": 0, "code": 0, "execut": 0, "ye": 0, "realli": 0, "build": 0, "self": 0, "awar": 0, "system": [0, 5], "allow": 0, "learn": 0, "itself": 0, "emoji": 0, "ar": 0, "futur": 0, "more": 0, "about": [0, 2], "how": 0, "prismad": 0, "subscrib": [0, 2], "our": 0, "substack": 0, "index": [0, 1, 3, 5, 7], "search": [0, 1, 3, 7], 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setup module

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© Copyright 2023, Prismadic, LLC.

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