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get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.InputField(desc="may contain relevant facts")
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.OutputField()
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.InputField(desc="may contain relevant facts")
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.OutputField(desc="includes citations")
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.InputField(desc="may contain relevant facts")
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.InputField(desc="between 1 to 2 sentences")
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.OutputField(desc="boolean indicating if text is faithful to context")
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.ChainOfThought(CheckCitationFaithfulness)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
normalize_text(pred.paragraph)
dsp.utils.normalize_text
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.Retrieve(k=passages_per_hop)
dspy.Retrieve
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.ChainOfThought(GenerateCitedParagraph)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.Prediction(context=context, paragraph=pred.paragraph)
dspy.Prediction
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.Retrieve(k=passages_per_hop)
dspy.Retrieve
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.ChainOfThought(GenerateCitedParagraph)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.Prediction(context=context, paragraph=pred.paragraph)
dspy.Prediction
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.ChainOfThought(GenerateSearchQuery)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
deduplicate(context + passages)
dsp.utils.deduplicate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
dspy.ChainOfThought(GenerateSearchQuery)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
deduplicate(context + passages)
dsp.utils.deduplicate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_LongFormQA_Cache') get_ipython().run_line_magic('cd', 'DSPy_LongFormQA_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_LongFormQA_Cache' if not os.access('/conte...
normalize_text(answer)
dsp.utils.normalize_text
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo =
dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat')
dspy.OpenAI
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat')
dspy.settings.configure(lm=turbo)
dspy.settings.configure
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat') d...
dspy.OpenAI(model='gpt-4-1106-preview', max_tokens=350, model_type='chat')
dspy.OpenAI
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat') d...
Evaluate(devset=test, num_threads=1, display_progress=True, display_table=0)
dspy.evaluate.Evaluate
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat') d...
dspy.InputField()
dspy.InputField
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat') d...
dspy.InputField()
dspy.InputField
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat') d...
dspy.OutputField(desc="Yes or No")
dspy.OutputField
import glob import os import pandas as pd import random import dspy from dspy.evaluate import Evaluate from dspy.teleprompt import BootstrapFewShotWithRandomSearch os.environ["DSP_NOTEBOOK_CACHEDIR"] = os.path.join('.', 'cache') turbo = dspy.OpenAI(model='gpt-3.5-turbo-1106', max_tokens=250, model_type='chat') d...
dspy.ChainOfThought(ScoNeSignature)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.ColBERTv2(url='http://20.102.90.50:2017/wiki17_abstracts')
dspy.ColBERTv2
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.settings.configure(rm=colbertv2_wiki17_abstracts)
dspy.settings.configure
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.OpenAI(model='gpt-3.5-turbo', max_tokens=500)
dspy.OpenAI
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.settings.configure(lm=turbo, trace=[], temperature=0.7)
dspy.settings.configure
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
HotPotQA(train_seed=1, train_size=300, eval_seed=2023, dev_size=300, test_size=0, keep_details=True)
dspy.datasets.HotPotQA
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
BootstrapFewShotWithRandomSearch(metric = overall_metric, max_bootstrapped_demos=2, num_candidate_programs=6)
dspy.teleprompt.BootstrapFewShotWithRandomSearch
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
BootstrapFewShotWithRandomSearch(metric = overall_metric, max_bootstrapped_demos=2, num_candidate_programs=6)
dspy.teleprompt.BootstrapFewShotWithRandomSearch
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
BootstrapFewShotWithRandomSearch(metric = overall_metric, max_bootstrapped_demos=2, num_candidate_programs=6, num_threads=1)
dspy.teleprompt.BootstrapFewShotWithRandomSearch
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField(desc="may contain relevant facts")
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.OutputField()
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField(desc="may contain relevant facts")
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.OutputField()
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField(desc='ignore if N/A')
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.OutputField(desc="Yes or No")
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset[10:11], num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset[10:11], num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.ChainOfThought(GenerateTweet)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Retrieve(k=passages_per_hop)
dspy.Retrieve
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Prediction(generated_tweet=generated_tweet, context=context)
dspy.Prediction
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Predict(AssessTweet)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Predict(AssessTweet)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Predict(AssessTweet)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Predict(AssessTweet)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.ChainOfThought(GenerateTweet)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Retrieve(k=passages_per_hop)
dspy.Retrieve
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Prediction(generated_tweet=generated_tweet, context=context)
dspy.Prediction
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.ChainOfThought(GenerateSearchQuery)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
deduplicate(context + passages)
dsp.utils.deduplicate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.ChainOfThought(GenerateSearchQuery)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
deduplicate(context + passages)
dsp.utils.deduplicate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Predict(AssessTweet)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_TweetGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_TweetGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_TweetGen_Cache' if not os.access('/content', o...
dspy.Predict(AssessTweet)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.ColBERTv2(url='http://20.102.90.50:2017/wiki17_abstracts')
dspy.ColBERTv2
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.settings.configure(rm=colbertv2_wiki17_abstracts)
dspy.settings.configure
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.OpenAI(model='gpt-3.5-turbo', max_tokens=500)
dspy.OpenAI
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.settings.configure(lm=turbo, trace=[], temperature=0.7)
dspy.settings.configure
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
HotPotQA(train_seed=1, train_size=300, eval_seed=2023, dev_size=300, test_size=0, keep_details=True)
dspy.datasets.HotPotQA
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
BootstrapFewShotWithRandomSearch(metric = overall_metric, max_bootstrapped_demos=2, num_candidate_programs=6)
dspy.teleprompt.BootstrapFewShotWithRandomSearch
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
BootstrapFewShotWithRandomSearch(metric = overall_metric, max_bootstrapped_demos=2, num_candidate_programs=6)
dspy.teleprompt.BootstrapFewShotWithRandomSearch
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
BootstrapFewShotWithRandomSearch(metric = overall_metric, max_bootstrapped_demos=2, num_candidate_programs=6)
dspy.teleprompt.BootstrapFewShotWithRandomSearch
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.OutputField(desc='JSON key-value pairs')
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.InputField()
dspy.InputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.OutputField(desc="Yes or No")
dspy.OutputField
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset[38:39], num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset[38:39], num_threads=1, display_progress=True, display_table=30)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
Evaluate(metric=metric, devset=devset, num_threads=1, display_progress=True, display_table=5)
dspy.evaluate.evaluate.Evaluate
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.ChainOfThought(GenerateAnswerChoices)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.Predict(AssessQuizChoices)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.Predict(AssessQuizChoices)
dspy.Predict
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.ChainOfThought(GenerateAnswerChoices)
dspy.ChainOfThought
get_ipython().system('git clone https://huggingface.co/arnavs11/DSPy_QuizGen_Cache') get_ipython().run_line_magic('cd', 'DSPy_QuizGen_Cache/') get_ipython().system('git checkout master') get_ipython().run_line_magic('cd', '..') import os repo_clone_path = '/content/DSPy_QuizGen_Cache' if not os.access('/content', os.W...
dspy.Predict(AssessQuizChoices)
dspy.Predict
get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('autoreload', '2') import sys import pkg_resources try: # When on Colab, let's install pyserini, Pytorch, and Faiss import google.colab repo_path = 'dspy' get_ipython().system('git -C $repo_path pull origin || git clone h...
dspy.Pyserini(index='beir-v1.0.0-nfcorpus.contriever-msmarco', query_encoder='facebook/contriever-msmarco', id_field='_id', text_fields=['title', 'text'])
dspy.Pyserini