From 52a5d01eab2335659c002dbaf793322c6ed2906a Mon Sep 17 00:00:00 2001 From: Pierre Dulac Date: Sun, 7 Mar 2021 14:30:22 +0100 Subject: [PATCH 001/109] Remove NaN rows inserted by the _process_data method --- bt/backtest.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/bt/backtest.py b/bt/backtest.py index b95acb46..fbe30815 100644 --- a/bt/backtest.py +++ b/bt/backtest.py @@ -63,7 +63,7 @@ def benchmark_random(backtest, random_strategy, nsim=100): bts = [] bts.append(backtest) - data = backtest.data + data = backtest.data.dropna() # create and run random backtests for i in range(nsim): From 91df97312a266671a013fae6e2eedc16e3a91525 Mon Sep 17 00:00:00 2001 From: Pierre Dulac Date: Tue, 9 Mar 2021 13:48:21 +0100 Subject: [PATCH 002/109] Fix RebalanceOvertime if condition --- bt/algos.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/bt/algos.py b/bt/algos.py index 5a2f46a1..e147e77f 100644 --- a/bt/algos.py +++ b/bt/algos.py @@ -1864,14 +1864,14 @@ def __call__(self, target): self._days_left = self.n # if _weights are not None, we have some work to do - if self._weights: + if self._weights is not None: tgt = {} # scale delta relative to # of periods left and set that as the new # target - for t in self._weights: - curr = target.children[t].weight if t in target.children else 0.0 - dlt = (self._weights[t] - curr) / self._days_left - tgt[t] = curr + dlt + for cname in self._weights.keys(): + curr = target.children[cname].weight if cname in target.children else 0.0 + dlt = (self._weights[cname] - curr) / self._days_left + tgt[cname] = curr + dlt # mock weights and call real Rebalance target.temp["weights"] = tgt From f4fc8d708bc25212da3b8fc93852724a1940f03d Mon Sep 17 00:00:00 2001 From: Alberto Parravicini Date: Fri, 30 Apr 2021 20:17:11 +0200 Subject: [PATCH 003/109] fixed all tickers being wrongly considered when children are specified --- bt/core.py | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/bt/core.py b/bt/core.py index eab871e0..cff07645 100644 --- a/bt/core.py +++ b/bt/core.py @@ -85,6 +85,8 @@ def __init__(self, name, parent=None, children=None): self._lazy_children = {} self._universe_tickers = [] self._childrenv = [] # Shortcut to self.children.values() + self._original_children_are_present = (children is not None) and\ + (len(children) >= 1) # strategy children helpers self._has_strat_children = False @@ -138,7 +140,12 @@ def _add_children(self, children, dc): Args: dc (bool): Whether or not to deepcopy nodes before adding them. """ + # if at least 1 children is specified if children is not None: + # initialize the universe tickers list, + # which also identifies that we might have to filter the universe + if self._universe_tickers is None: + self._universe_tickers = [] if isinstance(children, dict): # Preserve the names from the dictionary by renaming the nodes tmp = [] @@ -176,7 +183,7 @@ def _add_children(self, children, dc): self.children[c.name] = c self._childrenv.append(c) - + # if strategy, turn on flag and add name to list # strategy children have special treatment if isinstance(c, StrategyBase): @@ -582,7 +589,11 @@ def setup(self, universe, **kwargs): # setup universe funiverse = universe - if self._universe_tickers: + # filter only if the node has any children specified as input, + # otherwise we use the full universe. If all children are strategies, + # funiverse will be empty, to signal that no other ticker should be + # used in addition to the strategies + if self._original_children_are_present: # if we have universe_tickers defined, limit universe to # those tickers valid_filter = list( @@ -596,7 +607,7 @@ def setup(self, universe, **kwargs): if self._has_strat_children: for c in self._strat_children: funiverse[c] = np.nan - + # must create to avoid pandas warning funiverse = pd.DataFrame(funiverse) From 72b70533fc4f3090a8f0f993381b514afde1ea82 Mon Sep 17 00:00:00 2001 From: jeamick Date: Sat, 1 May 2021 18:45:29 +0100 Subject: [PATCH 004/109] small code change --- docs/source/examples-nb.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/examples-nb.rst b/docs/source/examples-nb.rst index d6b7e932..619c4c73 100644 --- a/docs/source/examples-nb.rst +++ b/docs/source/examples-nb.rst @@ -50,7 +50,7 @@ Before we do that, let's think about how we will code it. We could pass the SMA For example, what if we wanted to select securities that were below their sma? Or what if we only wanted securities that were 5% above their sma? -What we could do instead is pre-calculate the selection logic DataFrame (a fast, vectorized operation) and write a generic Algo that takes in this boolean DataFrame and returns the securities where the value is True on a given date. This will be must faster and much more reusable. Let's see how the implementation looks like. +What we could do instead is pre-calculate the selection logic DataFrame (a fast, vectorized operation) and write a generic Algo that takes in this boolean DataFrame and returns the securities where the value is True on a given date. This will be much faster and much more reusable. Let's see how the implementation looks like. .. code:: ipython2 From c7b085922afd20a38d817a1d85b321ff20d3819a Mon Sep 17 00:00:00 2001 From: Alberto Parravicini Date: Wed, 5 May 2021 15:46:38 +0200 Subject: [PATCH 005/109] removed unnecessary init, it was part of a first bug fix attempt --- bt/core.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/bt/core.py b/bt/core.py index cff07645..c95d8cf9 100644 --- a/bt/core.py +++ b/bt/core.py @@ -142,10 +142,6 @@ def _add_children(self, children, dc): """ # if at least 1 children is specified if children is not None: - # initialize the universe tickers list, - # which also identifies that we might have to filter the universe - if self._universe_tickers is None: - self._universe_tickers = [] if isinstance(children, dict): # Preserve the names from the dictionary by renaming the nodes tmp = [] From 47acde5c8a9f4d1acd41cb0562489850c79e4d9b Mon Sep 17 00:00:00 2001 From: danilogalisteu Date: Fri, 14 May 2021 12:46:32 -0300 Subject: [PATCH 006/109] Allow different target volatilities for each asset Allow different target volatilities for each asset, by passing a dict of values instead of a single one. --- bt/algos.py | 15 +++++---------- 1 file changed, 5 insertions(+), 10 deletions(-) diff --git a/bt/algos.py b/bt/algos.py index 16d632ca..77516eb2 100644 --- a/bt/algos.py +++ b/bt/algos.py @@ -1538,18 +1538,13 @@ def __call__(self, target): np.matmul(weights.values.T, np.matmul(covar.values, weights.values)) * self.annualization_factor ) - - # vol is too high - if vol > self.target_volatility: - mult = self.target_volatility / vol - # vol is too low - elif vol < self.target_volatility: - mult = self.target_volatility / vol - else: - mult = 1 + + if isinstance(self.target_volatility, (float, int)): + self.target_volatility = {k : self.target_volatility for k in target.temp["weights"].keys()} for k in target.temp["weights"].keys(): - target.temp["weights"][k] = target.temp["weights"][k] * mult + if k in self.target_volatility.keys(): + target.temp["weights"][k] = target.temp["weights"][k] * self.target_volatility[k] / vol return True From 1b88dfe7bd8a893db0ad9c1152d5bb4e85ede8ce Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Sat, 15 May 2021 14:30:57 -0400 Subject: [PATCH 007/109] fix new black lint error --- bt/algos.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/bt/algos.py b/bt/algos.py index 16d632ca..1d41bb5d 100644 --- a/bt/algos.py +++ b/bt/algos.py @@ -2297,13 +2297,13 @@ def __init__(self, measure, history=0): self.history = history def _setup_risk(self, target, set_history): - """ Setup risk attributes on the node in question """ + """Setup risk attributes on the node in question""" target.risk = {} if set_history: target.risks = pd.DataFrame(index=target.data.index) def _setup_measure(self, target, set_history): - """ Setup a risk measure within the risk attributes on the node in question """ + """Setup a risk measure within the risk attributes on the node in question""" target.risk[self.measure] = np.NaN if set_history: target.risks[self.measure] = np.NaN From 7c6c235e5578bf13e3a8dcee950839cfd68f4b07 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Sat, 15 May 2021 14:40:52 -0400 Subject: [PATCH 008/109] fix lint --- bt/algos.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/bt/algos.py b/bt/algos.py index 0a57eb25..083cc872 100644 --- a/bt/algos.py +++ b/bt/algos.py @@ -1870,7 +1870,9 @@ def __call__(self, target): # scale delta relative to # of periods left and set that as the new # target for cname in self._weights.keys(): - curr = target.children[cname].weight if cname in target.children else 0.0 + curr = ( + target.children[cname].weight if cname in target.children else 0.0 + ) dlt = (self._weights[cname] - curr) / self._days_left tgt[cname] = curr + dlt From 3fc29d419c54c19c3ac3a72559422a47172f7ec6 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Sat, 15 May 2021 14:41:29 -0400 Subject: [PATCH 009/109] fix lint --- bt/algos.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/bt/algos.py b/bt/algos.py index 029e8094..55464d94 100644 --- a/bt/algos.py +++ b/bt/algos.py @@ -1538,13 +1538,17 @@ def __call__(self, target): np.matmul(weights.values.T, np.matmul(covar.values, weights.values)) * self.annualization_factor ) - + if isinstance(self.target_volatility, (float, int)): - self.target_volatility = {k : self.target_volatility for k in target.temp["weights"].keys()} + self.target_volatility = { + k: self.target_volatility for k in target.temp["weights"].keys() + } for k in target.temp["weights"].keys(): if k in self.target_volatility.keys(): - target.temp["weights"][k] = target.temp["weights"][k] * self.target_volatility[k] / vol + target.temp["weights"][k] = ( + target.temp["weights"][k] * self.target_volatility[k] / vol + ) return True From 3c4c0672d3681f364ded1e1012f1f17b65de15a7 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Sat, 15 May 2021 14:42:22 -0400 Subject: [PATCH 010/109] fix lint --- bt/core.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/bt/core.py b/bt/core.py index c95d8cf9..24412405 100644 --- a/bt/core.py +++ b/bt/core.py @@ -85,8 +85,9 @@ def __init__(self, name, parent=None, children=None): self._lazy_children = {} self._universe_tickers = [] self._childrenv = [] # Shortcut to self.children.values() - self._original_children_are_present = (children is not None) and\ - (len(children) >= 1) + self._original_children_are_present = (children is not None) and ( + len(children) >= 1 + ) # strategy children helpers self._has_strat_children = False @@ -179,7 +180,7 @@ def _add_children(self, children, dc): self.children[c.name] = c self._childrenv.append(c) - + # if strategy, turn on flag and add name to list # strategy children have special treatment if isinstance(c, StrategyBase): @@ -587,7 +588,7 @@ def setup(self, universe, **kwargs): # filter only if the node has any children specified as input, # otherwise we use the full universe. If all children are strategies, - # funiverse will be empty, to signal that no other ticker should be + # funiverse will be empty, to signal that no other ticker should be # used in addition to the strategies if self._original_children_are_present: # if we have universe_tickers defined, limit universe to @@ -603,7 +604,7 @@ def setup(self, universe, **kwargs): if self._has_strat_children: for c in self._strat_children: funiverse[c] = np.nan - + # must create to avoid pandas warning funiverse = pd.DataFrame(funiverse) From 9d70659749104aac6611b1d46920ccb3eb0ed6e9 Mon Sep 17 00:00:00 2001 From: MDDietz1 <47829579+MDDietz1@users.noreply.github.com> Date: Wed, 9 Feb 2022 09:21:25 +0000 Subject: [PATCH 011/109] Update core.py Fixes "Position and transaction data is wrong if the same security is used in multiple sub-strategies #345" --- bt/core.py | 25 ++++++++++++++++++++----- 1 file changed, 20 insertions(+), 5 deletions(-) diff --git a/bt/core.py b/bt/core.py index eab871e0..26da6cf8 100644 --- a/bt/core.py +++ b/bt/core.py @@ -529,7 +529,13 @@ def outlays(self): """ if self.root.stale: self.root.update(self.root.now, None) - return pd.DataFrame({x.name: x.outlays for x in self.securities}) + outlays = pd.DataFrame() + for x in self.securities: + if x.name in outlays.columns: + outlays[x.name] += x.outlays + else: + outlays[x.name] = x.outlays + return outlays @property def positions(self): @@ -540,9 +546,13 @@ def positions(self): if self.root.stale: self.root.update(self.root.now, None) - vals = pd.DataFrame( - {x.name: x.positions for x in self.members if isinstance(x, SecurityBase)} - ) + vals = pd.DataFrame() + for x in self.members: + if isinstance(x, SecurityBase): + if x.name in vals.columns: + vals[x.name] += x.positions + else: + vals[x.name] = x.positions self._positions = vals return vals @@ -1093,7 +1103,12 @@ def get_transactions(self): prc = pd.DataFrame({x.name: x.prices for x in self.securities}).unstack() # get security positions - positions = pd.DataFrame({x.name: x.positions for x in self.securities}) + positions = pd.DataFrame() + for x in self.securities: + if x.name in positions.columns: + positions[x.name] += x.positions + else: + positions[x.name] = x.positions # trades are diff trades = positions.diff() # must adjust first row From fdf94ec88162eff7ae0341c2d057a75d8554ecc3 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 13:32:32 -0500 Subject: [PATCH 012/109] Reduce build CI --- .github/workflows/build.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index d8ba1bf0..7ccfef61 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -14,7 +14,7 @@ jobs: strategy: matrix: - python-version: [3.6, 3.7, 3.8, 3.9] + python-version: [3.7, 3.9] os: [ubuntu-latest, macos-latest, windows-latest] steps: From 14f9074c7aaa5b036a4b8c065d5b6ba8ddf25456 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 13:33:21 -0500 Subject: [PATCH 013/109] update python_requires to >=3.7 --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 49b1cd4b..1a13db32 100644 --- a/setup.py +++ b/setup.py @@ -66,5 +66,5 @@ def local_file(filename): "Programming Language :: Python", ], ext_modules=ext_modules, - python_requires=">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*", + python_requires=">=3.7", ) From e713d499b8e4b6ce48078dfbf6f37e76d3fb6114 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 13:33:40 -0500 Subject: [PATCH 014/109] only deploy to python >= 3.7 --- .github/workflows/deploy.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml index 1a3ce506..1db60442 100644 --- a/.github/workflows/deploy.yml +++ b/.github/workflows/deploy.yml @@ -13,7 +13,7 @@ jobs: strategy: matrix: os: [ubuntu-latest, macos-latest, windows-latest] - python-version: [3.6, 3.7, 3.8, 3.9] + python-version: [3.7, 3.8, 3.9] steps: - uses: actions/checkout@v2 From 44d93f2fa37370f0a4539d177e1cd741803b2882 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 13:35:43 -0500 Subject: [PATCH 015/109] fix lint problem --- bt/backtest.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/bt/backtest.py b/bt/backtest.py index d69140a9..50400e02 100644 --- a/bt/backtest.py +++ b/bt/backtest.py @@ -341,7 +341,7 @@ def herfindahl_index(self): a given portfolio """ w = self.security_weights - return (w ** 2).sum(axis=1) + return (w**2).sum(axis=1) @property def turnover(self): From b5f33fba9f2f72d1740de5108e263836d841e1e0 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 13:48:21 -0500 Subject: [PATCH 016/109] only build pushes to master --- .github/workflows/build.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 7ccfef61..160cde45 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -2,6 +2,8 @@ name: Build Status on: push: + branches: + - main pull_request: schedule: # run on sunday nights From 9aa13ee58ae1af15503b3a76585d42d9b21e7eee Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 13:48:24 -0500 Subject: [PATCH 017/109] only build pushes to master --- .github/workflows/build.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 160cde45..f9709c52 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -3,7 +3,7 @@ name: Build Status on: push: branches: - - main + - master pull_request: schedule: # run on sunday nights From 91afe1e3f6e7814ac014bb63f1cc9d3e0b0c24e3 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 9 Feb 2022 14:15:13 -0500 Subject: [PATCH 018/109] Bump to version 0.2.10 --- bt/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/bt/__init__.py b/bt/__init__.py index d30dd340..c30ec3ce 100644 --- a/bt/__init__.py +++ b/bt/__init__.py @@ -10,4 +10,4 @@ import ffn from ffn import utils, data, get, merge -__version__ = (0, 2, 9) +__version__ = (0, 2, 10) From 132f7a137a804e1ff7fb6d8bd9411896ccdd3ca7 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Fri, 25 Feb 2022 11:57:50 -0500 Subject: [PATCH 019/109] cancel CI if new commits pushed, only build 1 set of PR builds, publish results to PR comments --- .github/workflows/build.yml | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index f9709c52..9d9c5d65 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -9,6 +9,10 @@ on: # run on sunday nights - cron: '0 0 * * 0' +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} + cancel-in-progress: true + jobs: build: runs-on: ${{ matrix.os }} @@ -18,6 +22,7 @@ jobs: matrix: python-version: [3.7, 3.9] os: [ubuntu-latest, macos-latest, windows-latest] + event-name: [push] steps: - uses: actions/checkout@v2 @@ -38,10 +43,18 @@ jobs: - name: Test run: | python -m nose --with-coverage --cover-package bt + if: ${{ github.event_name == matrix.event-name }} - name: Coverage run: | codecov + if: ${{ github.event_name == matrix.event-name }} + + - name: Publish Unit Test Results + uses: EnricoMi/publish-unit-test-result-action@v1 + with: + files: python_junit.xml + if: ${{ github.event_name == matrix.event-name || matrix.os == 'ubuntu-latest' }} - name: Package and check run: | From ab2d4eace9d9c7cd2457560814fcc269a53096a3 Mon Sep 17 00:00:00 2001 From: MDDietz1 <47829579+MDDietz1@users.noreply.github.com> Date: Fri, 11 Mar 2022 18:14:20 +0000 Subject: [PATCH 020/109] Prevent security_weights from overwriting values history See issue issue #356 --- bt/backtest.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/bt/backtest.py b/bt/backtest.py index 50400e02..54c4ad73 100644 --- a/bt/backtest.py +++ b/bt/backtest.py @@ -307,9 +307,9 @@ def security_weights(self): for m in self.strategy.members: if isinstance(m, bt.core.SecurityBase): if self.strategy.fixed_income: - m_values = m.notional_values + m_values = m.notional_values.copy() else: - m_values = m.values + m_values = m.values.copy() if m.name in vals: vals[m.name] += m_values else: From 3ac98b4b6af41bcf2d7da60c35d51bf8ff4e0669 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Sat, 2 Apr 2022 19:38:34 -0400 Subject: [PATCH 021/109] fix build --- .github/workflows/build.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 9d9c5d65..d2b681a2 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -54,7 +54,7 @@ jobs: uses: EnricoMi/publish-unit-test-result-action@v1 with: files: python_junit.xml - if: ${{ github.event_name == matrix.event-name || matrix.os == 'ubuntu-latest' }} + if: ${{ github.event_name == matrix.event-name && matrix.os == 'ubuntu-latest' }} - name: Package and check run: | From 54f8098a6dfa407d8f721ba3425dc3e6e16440e1 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Sat, 2 Apr 2022 22:07:15 -0400 Subject: [PATCH 022/109] Update build.yml --- .github/workflows/build.yml | 6 ------ 1 file changed, 6 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index d2b681a2..95737925 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -50,12 +50,6 @@ jobs: codecov if: ${{ github.event_name == matrix.event-name }} - - name: Publish Unit Test Results - uses: EnricoMi/publish-unit-test-result-action@v1 - with: - files: python_junit.xml - if: ${{ github.event_name == matrix.event-name && matrix.os == 'ubuntu-latest' }} - - name: Package and check run: | python setup.py sdist bdist_wheel From 3538bb0bf7d020c9c4d8c785de41e8c1102b5a1f Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 25 May 2022 12:47:49 -0500 Subject: [PATCH 023/109] upgrade actions versions --- .github/workflows/build.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index d2b681a2..0a5ff080 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -27,9 +27,10 @@ jobs: steps: - uses: actions/checkout@v2 - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v2 + uses: actions/setup-python@v3 with: python-version: ${{ matrix.python-version }} + cache: 'pip' - name: Install dependencies run: | @@ -46,8 +47,7 @@ jobs: if: ${{ github.event_name == matrix.event-name }} - name: Coverage - run: | - codecov + uses: codecov/codecov-action@v2 if: ${{ github.event_name == matrix.event-name }} - name: Publish Unit Test Results From 470f5609535016113d2e324317634cf6f4211f5c Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 25 May 2022 12:48:25 -0500 Subject: [PATCH 024/109] don't run on schedule --- .github/workflows/build.yml | 3 --- 1 file changed, 3 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 0a5ff080..6a14bbc2 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -5,9 +5,6 @@ on: branches: - master pull_request: - schedule: - # run on sunday nights - - cron: '0 0 * * 0' concurrency: group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} From 3dbce4f615235d7c56e4b08e83396fefa00b1d74 Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Wed, 25 May 2022 22:04:29 -0400 Subject: [PATCH 025/109] use setup.py as cache file indicator --- .github/workflows/build.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 6a14bbc2..c642982b 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -28,6 +28,7 @@ jobs: with: python-version: ${{ matrix.python-version }} cache: 'pip' + cache-dependency-path: 'setup.py' - name: Install dependencies run: | From b9300850eb828951abb2430ee27ab7ade9f6a91c Mon Sep 17 00:00:00 2001 From: Tim Paine Date: Thu, 30 Jun 2022 17:32:18 -0400 Subject: [PATCH 026/109] WIP docs update, critical bugfix for pandas upgrade, move to pytest, drop older deps, include example notebooks in docs --- .github/dependabot.yml | 6 + .github/workflows/build.yml | 11 +- .github/workflows/deploy.yml | 6 +- .gitignore | 3 + Makefile | 30 +- bt/algos.py | 1 + bt/backtest.py | 1 - bt/core.py | 7 +- docs/source/Buy_and_hold.ipynb | 1 + docs/source/Buy_and_hold.rst | 539 ++ docs/source/ERC.ipynb | 1 + docs/source/ERC.rst | 206 + docs/source/Fixed_Income.ipynb | 1 + docs/source/Fixed_Income.rst | 1026 +++ docs/source/PTE.ipynb | 1 + docs/source/PTE.rst | 400 ++ docs/source/Strategy_Combination.ipynb | 1 + docs/source/Strategy_Combination.rst | 314 + docs/source/Target_Volatility.ipynb | 1 + docs/source/Target_Volatility.rst | 205 + docs/source/Trend_1.ipynb | 1 + docs/source/Trend_1.rst | 634 ++ docs/source/Trend_2.ipynb | 1 + docs/source/Trend_2.rst | 515 ++ docs/source/_static/Buy_and_hold_11_1.png | Bin 0 -> 35473 bytes docs/source/_static/Buy_and_hold_13_1.png | Bin 0 -> 25045 bytes docs/source/_static/Buy_and_hold_2_1.png | Bin 0 -> 48013 bytes docs/source/_static/Buy_and_hold_9_0.png | Bin 0 -> 51518 bytes docs/source/_static/ERC_3_1.png | Bin 0 -> 55419 bytes docs/source/_static/ERC_6_1.png | Bin 0 -> 30668 bytes docs/source/_static/ERC_7_1.png | Bin 0 -> 37545 bytes docs/source/_static/ERC_8_1.png | Bin 0 -> 67709 bytes docs/source/_static/Fixed_Income_13_1.png | Bin 0 -> 69018 bytes docs/source/_static/Fixed_Income_14_1.png | Bin 0 -> 47662 bytes docs/source/_static/Fixed_Income_15_1.png | Bin 0 -> 19349 bytes docs/source/_static/Fixed_Income_18_1.png | Bin 0 -> 96611 bytes docs/source/_static/Fixed_Income_19_1.png | Bin 0 -> 56208 bytes docs/source/_static/Fixed_Income_20_1.png | Bin 0 -> 49436 bytes docs/source/_static/Fixed_Income_21_1.png | Bin 0 -> 87219 bytes 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examples/trend_2.ipynb | 371 +- setup.py | 8 +- tests/test_core.py | 6355 +++++++++-------- 112 files changed, 8788 insertions(+), 4972 deletions(-) create mode 100644 .github/dependabot.yml create mode 120000 docs/source/Buy_and_hold.ipynb create mode 100644 docs/source/Buy_and_hold.rst create mode 120000 docs/source/ERC.ipynb create mode 100644 docs/source/ERC.rst create mode 120000 docs/source/Fixed_Income.ipynb create mode 100644 docs/source/Fixed_Income.rst create mode 120000 docs/source/PTE.ipynb create mode 100644 docs/source/PTE.rst create mode 120000 docs/source/Strategy_Combination.ipynb create mode 100644 docs/source/Strategy_Combination.rst create mode 120000 docs/source/Target_Volatility.ipynb create mode 100644 docs/source/Target_Volatility.rst create mode 120000 docs/source/Trend_1.ipynb create mode 100644 docs/source/Trend_1.rst create mode 120000 docs/source/Trend_2.ipynb create mode 100644 docs/source/Trend_2.rst create mode 100644 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docs/source/_static/examples-nb_5_0.png delete mode 100644 docs/source/_static/examples-nb_9_0.png delete mode 100644 docs/source/_static/intro_10_0.png delete mode 100644 docs/source/_static/intro_13_0.png delete mode 100644 docs/source/_static/intro_13_1.png delete mode 100644 docs/source/_static/intro_15_0.png delete mode 100644 docs/source/_static/intro_4_0.png delete mode 100644 docs/source/_static/intro_6_0.png delete mode 100644 docs/source/_static/intro_7_0.png delete mode 100644 docs/source/_static/intro_8_0.png delete mode 100644 docs/source/_static/logo.png delete mode 100644 docs/source/_static/stack.png delete mode 100644 docs/source/_static/tree1.png delete mode 100644 docs/source/_static/tree2.png diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 00000000..5ace4600 --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,6 @@ +version: 2 +updates: + - package-ecosystem: "github-actions" + directory: "/" + schedule: + interval: "weekly" diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 0d4d250b..d3f61c40 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -17,9 +17,8 @@ jobs: strategy: matrix: - python-version: [3.7, 3.9] + python-version: [3.9] os: [ubuntu-latest, macos-latest, windows-latest] - event-name: [push] steps: - uses: actions/checkout@v2 @@ -32,21 +31,19 @@ jobs: - name: Install dependencies run: | - python -m pip install -e .[dev] + make develop python -m pip install -U wheel twine setuptools - name: Lint run: | - python -m flake8 bt setup.py + make lint - name: Test run: | - python -m nose --with-coverage --cover-package bt - if: ${{ github.event_name == matrix.event-name }} + make test - name: Coverage uses: codecov/codecov-action@v2 - if: ${{ github.event_name == matrix.event-name }} - name: Package and check run: | diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml index 1db60442..956ea4c6 100644 --- a/.github/workflows/deploy.yml +++ b/.github/workflows/deploy.yml @@ -24,16 +24,16 @@ jobs: - name: Install dependencies run: | - python -m pip install -e .[dev] + make develop python -m pip install -U wheel twine setuptools - name: Lint run: | - python -m flake8 bt setup.py + make lint - name: Test run: | - python -m nose --with-coverage --cover-package bt + make test - name: Package and check run: | diff --git a/.gitignore b/.gitignore index 5ffe6b00..287afe1a 100644 --- a/.gitignore +++ b/.gitignore @@ -35,6 +35,7 @@ htmlcov/ .cache nosetests.xml coverage.xml +python_junit.xml # Translations *.mo @@ -70,3 +71,5 @@ docs/source/.ipynb_checkpoints/ # macOS .DS_Store +# jupyter +.ipynb_checkpoints \ No newline at end of file diff --git a/Makefile b/Makefile index 1090e84d..b2037db0 100644 --- a/Makefile +++ b/Makefile @@ -2,17 +2,19 @@ TMPREPO=/tmp/docs/bt default: build_dev -.PHONY: dist upload docs pages serve klink notebooks test lint fix +.PHONY: dist upload docs pages serve klink notebooks test lint fix develop + +develop: + python -m pip install -e .[dev] test: - python -m nose --with-coverage --cover-package bt + python -m pytest -vvv tests --cov=bt --junitxml=python_junit.xml --cov-report=xml --cov-branch --cov-report term lint: - python -m flake8 bt setup.py + python -m flake8 bt setup.py docs/source/conf.py fix: - python -m black bt setup.py - + python -m black bt setup.py docs/source/conf.py dist: python setup.py sdist @@ -25,7 +27,7 @@ docs: $(MAKE) -C docs/ html pages: - - rm -rf $(TMPREPO) + rm -rf $(TMPREPO) git clone -b gh-pages git@github.com:pmorissette/bt.git $(TMPREPO) rm -rf $(TMPREPO)/* cp -r docs/build/html/* $(TMPREPO) @@ -36,21 +38,21 @@ pages: serve: cd docs/build/html; \ - python -m SimpleHTTPServer 9087 + python -m http.server 9087 build_dev: - - python setup.py build_ext --inplace + python setup.py build_ext --inplace clean: - - rm -rf build - - rm -rf dist - - rm -rf bt.egg-info - - find . -name '*.so' -delete - - find . -name '*.c' -delete + rm -rf build + rm -rf dist + rm -rf bt.egg-info + find . -name '*.so' -delete + find . -name '*.c' -delete klink: git subtree pull --prefix=docs/source/_themes/klink --squash klink master notebooks: cd docs/source; \ - ipython notebook --no-browser --ip=* + jupyter notebook --no-browser --ip=* diff --git a/bt/algos.py b/bt/algos.py index 067f0a85..b67448dc 100644 --- a/bt/algos.py +++ b/bt/algos.py @@ -1798,6 +1798,7 @@ def __call__(self, target): v = c.notional_value else: v = c.value + # if non-zero and non-null, we need to close it out if v != 0.0 and not np.isnan(v): target.close(cname, update=False) diff --git a/bt/backtest.py b/bt/backtest.py index 50400e02..02c8e6dc 100644 --- a/bt/backtest.py +++ b/bt/backtest.py @@ -148,7 +148,6 @@ def __init__( progress_bar=False, additional_data=None, ): - if data.columns.duplicated().any(): cols = data.columns[data.columns.duplicated().tolist()].tolist() raise Exception( diff --git a/bt/core.py b/bt/core.py index 26da6cf8..5533b980 100644 --- a/bt/core.py +++ b/bt/core.py @@ -11,6 +11,7 @@ import pandas as pd from future.utils import iteritems + PAR = 100.0 TOL = 1e-16 @@ -590,7 +591,9 @@ def setup(self, universe, **kwargs): self._paper = paper # setup universe - funiverse = universe + # TODO: a copy is made here to avoid polluting the universes + # of substrategies. is this desired? + funiverse = universe.copy() if self._universe_tickers: # if we have universe_tickers defined, limit universe to @@ -719,6 +722,7 @@ def update(self, date, data=None, inow=None): # avoid useless update call if c._issec and not c._needupdate: continue + c.update(date, data, inow) val += c.value # Strategies always have positive notional value @@ -1007,6 +1011,7 @@ def rebalance(self, weight, child, base=np.nan, update=True): # allocate to child # figure out weight delta c = self.children[child] + if self.fixed_income: # In fixed income strategies, the provided "base" value can be used # to upscale/downscale the notional_value of the strategy, whereas diff --git a/docs/source/Buy_and_hold.ipynb b/docs/source/Buy_and_hold.ipynb new file mode 120000 index 00000000..fbb1dbbd --- /dev/null +++ b/docs/source/Buy_and_hold.ipynb @@ -0,0 +1 @@ +../../examples/buy_and_hold.ipynb \ No newline at end of file diff --git a/docs/source/Buy_and_hold.rst b/docs/source/Buy_and_hold.rst new file mode 100644 index 00000000..2d7a4057 --- /dev/null +++ b/docs/source/Buy_and_hold.rst @@ -0,0 +1,539 @@ +.. code:: ipython3 + + import numpy as np + import pandas as pd + import matplotlib.pyplot as plt + + import ffn + import bt + + %matplotlib inline + +Create Fake Index Data +~~~~~~~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + names = ['foo','bar','rf'] + dates = pd.date_range(start='2017-01-01',end='2017-12-31', freq=pd.tseries.offsets.BDay()) + n = len(dates) + rdf = pd.DataFrame( + np.zeros((n, len(names))), + index = dates, + columns = names + ) + + np.random.seed(1) + rdf['foo'] = np.random.normal(loc = 0.1/n,scale=0.2/np.sqrt(n),size=n) + rdf['bar'] = np.random.normal(loc = 0.04/n,scale=0.05/np.sqrt(n),size=n) + rdf['rf'] = 0. + + pdf = 100*np.cumprod(1+rdf) + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Buy_and_hold_2_1.png + :class: pynb + :width: 375px + :height: 259px + + +Build Strategy +~~~~~~~~~~~~~~ + +.. code:: ipython3 + + # algo to fire on the beginning of every month and to run on the first date + runMonthlyAlgo = bt.algos.RunMonthly( + run_on_first_date=True + ) + + # algo to set the weights + # it will only run when runMonthlyAlgo returns true + # which only happens on the first of every month + weights = pd.Series([0.6,0.4,0.],index = rdf.columns) + weighSpecifiedAlgo = bt.algos.WeighSpecified(**weights) + + # algo to rebalance the current weights to weights set by weighSpecified + # will only run when weighSpecifiedAlgo returns true + # which happens every time it runs + rebalAlgo = bt.algos.Rebalance() + + # a strategy that rebalances monthly to specified weights + strat = bt.Strategy('static', + [ + runMonthlyAlgo, + weighSpecifiedAlgo, + rebalAlgo + ] + ) + +Run Backtest +~~~~~~~~~~~~ + +Note: The logic of the strategy is seperate from the data used in the +backtest. + +.. code:: ipython3 + + # set integer_positions=False when positions are not required to be integers(round numbers) + backtest = bt.Backtest( + strat, + pdf, + integer_positions=False + ) + + res = bt.run(backtest) + +.. code:: ipython3 + + res.stats + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
static
start2017-01-01 00:00:00
end2017-12-29 00:00:00
rf0.0
total_return0.229372
cagr0.231653
max_drawdown-0.069257
calmar3.344851
mtd-0.000906
three_month0.005975
six_month0.142562
ytd0.229372
one_yearNaN
three_yearNaN
five_yearNaN
ten_yearNaN
incep0.231653
daily_sharpe1.804549
daily_sortino3.306154
daily_mean0.206762
daily_vol0.114578
daily_skew0.012208
daily_kurt-0.04456
best_day0.020402
worst_day-0.0201
monthly_sharpe2.806444
monthly_sortino15.352486
monthly_mean0.257101
monthly_vol0.091611
monthly_skew0.753881
monthly_kurt0.456278
best_month0.073657
worst_month-0.014592
yearly_sharpeNaN
yearly_sortinoNaN
yearly_meanNaN
yearly_volNaN
yearly_skewNaN
yearly_kurtNaN
best_yearNaN
worst_yearNaN
avg_drawdown-0.016052
avg_drawdown_days12.695652
avg_up_month0.03246
avg_down_month-0.008001
win_year_percNaN
twelve_month_win_percNaN
+
+ + + +.. code:: ipython3 + + res.prices.head() + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
static
2017-01-01100.000000
2017-01-02100.000000
2017-01-0399.384719
2017-01-0499.121677
2017-01-0598.316364
+
+ + + +.. code:: ipython3 + + res.plot_security_weights() + + + +.. image:: _static/Buy_and_hold_9_0.png + :class: pynb + :width: 874px + :height: 295px + + +Strategy value over time + +.. code:: ipython3 + + performanceStats = res['static'] + #performance stats is an ffn object + res.backtest_list[0].strategy.values.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Buy_and_hold_11_1.png + :class: pynb + :width: 378px + :height: 256px + + +Strategy Outlays + +Outlays are the total dollar amount spent(gained) by a purchase(sale) of +securities. + +.. code:: ipython3 + + res.backtest_list[0].strategy.outlays.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Buy_and_hold_13_1.png + :class: pynb + :width: 394px + :height: 246px + + +You can get the change in number of shares purchased a + +.. code:: ipython3 + + security_names = res.backtest_list[0].strategy.outlays.columns + + + res.backtest_list[0].strategy.outlays/pdf.loc[:,security_names] + res.backtest_list[0].positions.diff(1) + res.backtest_list[0].positions + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
foobar
2017-01-010.0000000.000000
2017-01-025879.2856833998.068018
2017-01-035879.2856833998.068018
2017-01-045879.2856833998.068018
2017-01-055879.2856833998.068018
.........
2017-12-255324.5890934673.239436
2017-12-265324.5890934673.239436
2017-12-275324.5890934673.239436
2017-12-285324.5890934673.239436
2017-12-295324.5890934673.239436
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261 rows × 2 columns

+
+ + + diff --git a/docs/source/ERC.ipynb b/docs/source/ERC.ipynb new file mode 120000 index 00000000..a2a9848d --- /dev/null +++ b/docs/source/ERC.ipynb @@ -0,0 +1 @@ +../../examples/ERC.ipynb \ No newline at end of file diff --git a/docs/source/ERC.rst b/docs/source/ERC.rst new file mode 100644 index 00000000..71d52aa5 --- /dev/null +++ b/docs/source/ERC.rst @@ -0,0 +1,206 @@ +.. code:: ipython3 + + import numpy as np + import pandas as pd + import matplotlib.pyplot as plt + + import ffn + import bt + + %matplotlib inline + +Create Fake Index Data +~~~~~~~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + mean = np.array([0.05/252 + 0.02/252, 0.03/252 + 0.02/252]) + volatility = np.array([0.2/np.sqrt(252), 0.05/np.sqrt(252)]) + variance = np.power(volatility,2) + correlation = np.array( + [ + [1, 0.25], + [0.25,1] + ] + ) + covariance = np.zeros((2,2)) + for i in range(len(variance)): + for j in range(len(variance)): + covariance[i,j] = correlation[i,j]*volatility[i]*volatility[j] + + covariance + + + + +.. parsed-literal:: + :class: pynb-result + + array([[1.58730159e-04, 9.92063492e-06], + [9.92063492e-06, 9.92063492e-06]]) + + + +.. code:: ipython3 + + names = ['foo','bar','rf'] + dates = pd.date_range(start='2015-01-01',end='2018-12-31', freq=pd.tseries.offsets.BDay()) + n = len(dates) + rdf = pd.DataFrame( + np.zeros((n, len(names))), + index = dates, + columns = names + ) + + np.random.seed(1) + rdf.loc[:,['foo','bar']] = np.random.multivariate_normal(mean,covariance,size=n) + rdf['rf'] = 0.02/252 + + pdf = 100*np.cumprod(1+rdf) + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/ERC_3_1.png + :class: pynb + :width: 375px + :height: 259px + + +Build and run ERC Strategy +~~~~~~~~~~~~~~~~~~~~~~~~~~ + +You can read more about ERC here. +http://thierry-roncalli.com/download/erc.pdf + +.. code:: ipython3 + + runAfterDaysAlgo = bt.algos.RunAfterDays( + 20*6 + 1 + ) + + selectTheseAlgo = bt.algos.SelectThese(['foo','bar']) + + # algo to set the weights so each asset contributes the same amount of risk + # with data over the last 6 months excluding yesterday + weighERCAlgo = bt.algos.WeighERC( + lookback=pd.DateOffset(days=20*6), + covar_method='standard', + risk_parity_method='slsqp', + maximum_iterations=1000, + tolerance=1e-9, + lag=pd.DateOffset(days=1) + ) + + rebalAlgo = bt.algos.Rebalance() + + strat = bt.Strategy( + 'ERC', + [ + runAfterDaysAlgo, + selectTheseAlgo, + weighERCAlgo, + rebalAlgo + ] + ) + + backtest = bt.Backtest( + strat, + pdf, + integer_positions=False + ) + + res_target = bt.run(backtest) + +.. code:: ipython3 + + res_target.get_security_weights().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/ERC_6_1.png + :class: pynb + :width: 372px + :height: 259px + + +.. code:: ipython3 + + res_target.prices.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/ERC_7_1.png + :class: pynb + :width: 375px + :height: 260px + + +.. code:: ipython3 + + weights_target = res_target.get_security_weights().copy() + rolling_cov_target = pdf.loc[:,weights_target.columns].pct_change().rolling(window=252).cov()*252 + + + trc_target = pd.DataFrame( + np.nan, + index = weights_target.index, + columns = weights_target.columns + ) + + for dt in pdf.index: + trc_target.loc[dt,:] = weights_target.loc[dt,:].values*(rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values)/np.sqrt(weights_target.loc[dt,:].values@rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values) + + + fig, ax = plt.subplots(nrows=1,ncols=1) + trc_target.plot(ax=ax) + ax.set_title('Total Risk Contribution') + ax.plot() + + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/ERC_8_1.png + :class: pynb + :width: 385px + :height: 274px + + +You can see the Total Risk Contribution is roughly equal from both +assets. diff --git a/docs/source/Fixed_Income.ipynb b/docs/source/Fixed_Income.ipynb new file mode 120000 index 00000000..a42e32a5 --- /dev/null +++ b/docs/source/Fixed_Income.ipynb @@ -0,0 +1 @@ +../../examples/fixed_income.ipynb \ No newline at end of file diff --git a/docs/source/Fixed_Income.rst b/docs/source/Fixed_Income.rst new file mode 100644 index 00000000..52d8d795 --- /dev/null +++ b/docs/source/Fixed_Income.rst @@ -0,0 +1,1026 @@ +Fixed Income Examples +===================== + +This example notebook illustrates some of the more sophisticated +functionality of the package, especially related to fixed income +securities and strategies. For fixed income strategies: + +- capital allocations are not necessary, and initial capital is not + used +- bankruptcy is disabled (as money can always be borrowed at some rate, + potentially represented as another asset) +- weights are based off notional_value rather than value. For fixed + income securities, notional value is just the position. For non-fixed + income securities (i.e. equities), it is the market value of the + position. +- strategy notional_value is always positive, equal to the sum of the + magnitudes of the notional values of all its children +- strategy price is computed from additive PNL returns per unit of + notional_value, with a reference price of PAR +- “rebalancing” the portfolio adjusts notionals rather than capital + allocations based on weights + +Further to the above characteristics of fixed income strategies, we also +demonstrate the usage of the following features which arise in these +types of use case: + +- Coupon paying securities (i.e. bonds) +- Handing of security lifecycle such as new issues and maturity +- Usage of “On-The-Run” instruments, and rolling of positions into the + “new” on-the-run security at pre-defined times +- Risk tracking/aggregation and hedging from pre-computed risk per unit + notional + +The notebook contains the following parts: + +0. **Setup** + +1. **Market data generation** + + 1. Rolling series of government bonds + 2. Corporate bonds with spreads driven by a common factor + +2. **Example 1: Basic Strategies** + + 1. Weigh all active corporate bond equally + 2. Add hedging of interest rates risk with the on-the-run government + bond + +3. **Example 2: Nested Strategies** + + 1. One strategy buys the top N bonds, by yield + 2. Another strategy sells the bottom N bonds, by yield + 3. Parent strategy gives 50% weight to each of the above + 4. Add hedges of remaining interest rates risk with the on-the-run + government bond + +Setup +----- + +.. code:: ipython3 + + import bt + import pandas as pd + from pandas.tseries.frequencies import to_offset + import numpy as np + np.random.seed(1234) + %matplotlib inline + +.. code:: ipython3 + + # (Approximate) Price to yield calcs, and pvbp, for later use. Note we use clean price here. + def price_to_yield( p, ttm, coupon ): + return ( coupon + (100. - p)/ttm ) / ( ( 100. + p)/2. ) * 100 + def yield_to_price( y, ttm, coupon ): + return (coupon + 100/ttm - 0.5 * y) / ( y/200 + 1/ttm) + def pvbp( y, ttm, coupon ): + return (yield_to_price( y + 0.01, ttm, coupon ) - yield_to_price( y, ttm, coupon )) + +.. code:: ipython3 + + # Utility function to set data frame values to nan before the security has been issued or after it has matured + def censor( data, ref_data ): + for bond in data: + data.loc[ (data.index > ref_data['mat_date'][bond]) | (data.index < ref_data['issue_date'][bond]), bond] = np.NaN + return data.ffill(limit=1,axis=0) # Because bonds might mature during a gap in the index (i.e. on the weekend) + +.. code:: ipython3 + + # Backtesting timeline setup + start_date = pd.Timestamp('2020-01-01') + end_date = pd.Timestamp('2022-01-01') + timeline = pd.date_range( start_date, end_date, freq='B') + +Market Data Generation +---------------------- + +.. code:: ipython3 + + # Government Bonds: Create synthetic data for a single series of rolling government bonds + + # Reference Data + roll_freq = 'Q' + maturity = 10 + coupon = 2.0 + roll_dates = pd.date_range( start_date, end_date+to_offset(roll_freq), freq=roll_freq) # Go one period beyond the end date to be safe + issue_dates = roll_dates - roll_dates.freq + mat_dates = issue_dates + pd.offsets.DateOffset(years=maturity) + series_name = 'govt_10Y' + names = pd.Series(mat_dates).apply( lambda x : 'govt_%s' % x.strftime('%Y_%m')) + # Build a time series of OTR + govt_otr = pd.DataFrame( [ [ name for name, roll_date in zip(names, roll_dates) if roll_date >=d ][0] for d in timeline ], + index=timeline, + columns=[series_name]) + # Create a data frame of reference data + govt_data = pd.DataFrame( {'mat_date':mat_dates, 'issue_date': issue_dates, 'roll_date':roll_dates}, index = names) + govt_data['coupon'] = coupon + + # Create the "roll map" + govt_roll_map = govt_otr.copy() + govt_roll_map['target'] = govt_otr[series_name].shift(-1) + govt_roll_map = govt_roll_map[ govt_roll_map[series_name] != govt_roll_map['target']] + govt_roll_map['factor'] = 1. + govt_roll_map = govt_roll_map.reset_index().set_index(series_name).rename(columns={'index':'date'}).dropna() + + # Market Data and Risk + govt_yield_initial = 2.0 + govt_yield_vol = 1. + govt_yield = pd.DataFrame( columns = govt_data.index, index=timeline ) + govt_yield_ts = (govt_yield_initial + np.cumsum( np.random.normal( 0., govt_yield_vol/np.sqrt(252), len(timeline)))).reshape(-1,1) + govt_yield.loc[:,:] = govt_yield_ts + + govt_mat = pd.DataFrame( columns = govt_data.index, index=timeline, data=pd.NA ).astype('datetime64') + govt_mat.loc[:,:] = govt_data['mat_date'].values.T + govt_ttm = (govt_mat - timeline.values.reshape(-1,1))/pd.Timedelta('1Y') + govt_coupon = pd.DataFrame( columns = govt_data.index, index=timeline ) + govt_coupon.loc[:,:] = govt_data['coupon'].values.T + govt_accrued = govt_coupon.multiply( timeline.to_series().diff()/pd.Timedelta('1Y'), axis=0 ) + govt_accrued.iloc[0] = 0 + + govt_price = yield_to_price( govt_yield, govt_ttm, govt_coupon ) + govt_price[ govt_ttm <= 0 ] = 100. + govt_price = censor(govt_price, govt_data) + govt_pvbp = pvbp( govt_yield, govt_ttm, govt_coupon) + govt_pvbp[ govt_ttm <= 0 ] = 0. + govt_pvbp = censor(govt_pvbp, govt_data) + + +.. parsed-literal:: + :class: pynb-result + + /opt/homebrew/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3397: FutureWarning: Units 'M', 'Y' and 'y' do not represent unambiguous timedelta values and will be removed in a future version + exec(code_obj, self.user_global_ns, self.user_ns) + + +.. code:: ipython3 + + # Corporate Bonds: Create synthetic data for a universe of corporate bonds + + # Reference Data + n_corp = 50 # Number of corporate bonds to generate + avg_ttm = 10 # Average time to maturity, in years + coupon_mean = 5 + coupon_std = 1.5 + mat_dates = start_date + np.random.exponential(avg_ttm*365, n_corp).astype(int) * pd.offsets.Day() + issue_dates = np.minimum( mat_dates, end_date ) - np.random.exponential(avg_ttm*365, n_corp).astype(int) * pd.offsets.Day() + names = pd.Series( [ 'corp{:04d}'.format(i) for i in range(n_corp)]) + coupons = np.random.normal( coupon_mean, coupon_std, n_corp ).round(3) + corp_data = pd.DataFrame( {'mat_date':mat_dates, 'issue_date': issue_dates, 'coupon':coupons}, index=names) + + # Market Data and Risk + # Model: corporate yield = government yield + credit spread + # Model: credit spread changes = beta * common factor changes + idiosyncratic changes + corp_spread_initial = np.random.normal( 2, 1, len(corp_data) ) + corp_betas_raw = np.random.normal( 1, 0.5, len(corp_data) ) + corp_factor_vol = 0.5 + corp_idio_vol = 0.5 + corp_factor_ts = np.cumsum( np.random.normal( 0, corp_factor_vol/np.sqrt(252), len(timeline))).reshape(-1,1) + corp_idio_ts = np.cumsum( np.random.normal( 0, corp_idio_vol/np.sqrt(252), len(timeline))).reshape(-1,1) + corp_spread = corp_spread_initial + np.multiply( corp_factor_ts, corp_betas_raw ) + corp_idio_ts + corp_yield = govt_yield_ts + corp_spread + corp_yield = pd.DataFrame( columns = corp_data.index, index=timeline, data = corp_yield ) + + corp_mat = pd.DataFrame( columns = corp_data.index, index=timeline, data=start_date ) + corp_mat.loc[:,:] = corp_data['mat_date'].values.T + corp_ttm = (corp_mat - timeline.values.reshape(-1,1))/pd.Timedelta('1Y') + corp_coupon = pd.DataFrame( columns = corp_data.index, index=timeline ) + corp_coupon.loc[:,:] = corp_data['coupon'].values.T + corp_accrued = corp_coupon.multiply( timeline.to_series().diff()/pd.Timedelta('1Y'), axis=0 ) + corp_accrued.iloc[0] = 0 + + corp_price = yield_to_price( corp_yield, corp_ttm, corp_coupon ) + corp_price[ corp_ttm <= 0 ] = 100. + corp_price = censor(corp_price, corp_data) + + corp_pvbp = pvbp( corp_yield, corp_ttm, corp_coupon) + corp_pvbp[ corp_ttm <= 0 ] = 0. + corp_pvbp = censor(corp_pvbp, corp_data) + + bidoffer_bps = 5. + corp_bidoffer = -bidoffer_bps * corp_pvbp + + corp_betas = pd.DataFrame( columns = corp_data.index, index=timeline ) + corp_betas.loc[:,:] = corp_betas_raw + corp_betas = censor(corp_betas, corp_data) + + +.. parsed-literal:: + :class: pynb-result + + /opt/homebrew/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3397: FutureWarning: Units 'M', 'Y' and 'y' do not represent unambiguous timedelta values and will be removed in a future version + exec(code_obj, self.user_global_ns, self.user_ns) + + +Example 1: Basic Strategies +--------------------------- + +.. code:: ipython3 + + # Set up a strategy and a backtest + + # The goal here is to define an equal weighted portfolio of corporate bonds, + # and to hedge the rates risk with the rolling series of government bonds + + # Define Algo Stacks as the various building blocks + # Note that the order in which we execute these is extremely important + + lifecycle_stack = bt.core.AlgoStack( + # Close any matured bond positions (including hedges) + bt.algos.ClosePositionsAfterDates( 'maturity' ), + # Roll government bond positions into the On The Run + bt.algos.RollPositionsAfterDates( 'govt_roll_map' ), + ) + risk_stack = bt.AlgoStack( + # Specify how frequently to calculate risk + bt.algos.Or( [bt.algos.RunWeekly(), + bt.algos.RunMonthly()] ), + # Update the risk given any positions that have been put on so far in the current step + bt.algos.UpdateRisk( 'pvbp', history=1), + bt.algos.UpdateRisk( 'beta', history=1), + ) + hedging_stack = bt.AlgoStack( + # Specify how frequently to hedge risk + bt.algos.RunMonthly(), + # Select the "alias" for the on-the-run government bond... + bt.algos.SelectThese( [series_name], include_no_data = True ), + # ... and then resolve it to the underlying security for the given date + bt.algos.ResolveOnTheRun( 'govt_otr' ), + # Hedge out the pvbp risk using the selected government bond + bt.algos.HedgeRisks( ['pvbp']), + # Need to update risk again after hedging so that it gets recorded correctly (post-hedges) + bt.algos.UpdateRisk( 'pvbp', history=True), + ) + debug_stack = bt.core.AlgoStack( + # Specify how frequently to display debug info + bt.algos.RunMonthly(), + bt.algos.PrintInfo('Strategy {name} : {now}.\tNotional: {_notl_value:0.0f},\t Value: {_value:0.0f},\t Price: {_price:0.4f}'), + bt.algos.PrintRisk('Risk: \tPVBP: {pvbp:0.0f},\t Beta: {beta:0.0f}'), + ) + trading_stack =bt.core.AlgoStack( + # Specify how frequently to rebalance the portfolio + bt.algos.RunMonthly(), + # Select instruments for rebalancing. Start with everything + bt.algos.SelectAll(), + # Prevent matured/rolled instruments from coming back into the mix + bt.algos.SelectActive(), + # Select only corp instruments + bt.algos.SelectRegex( 'corp' ), + # Specify how to weigh the securities + bt.algos.WeighEqually(), + # Set the target portfolio size + bt.algos.SetNotional( 'notional_value' ), + # Rebalance the portfolio + bt.algos.Rebalance() + ) + + govt_securities = [ bt.CouponPayingHedgeSecurity( name ) for name in govt_data.index] + corp_securities = [ bt.CouponPayingSecurity( name ) for name in corp_data.index ] + securities = govt_securities + corp_securities + base_strategy = bt.FixedIncomeStrategy('BaseStrategy', [ lifecycle_stack, bt.algos.Or( [trading_stack, risk_stack, debug_stack ] ) ], children = securities) + hedged_strategy = bt.FixedIncomeStrategy('HedgedStrategy', [ lifecycle_stack, bt.algos.Or( [trading_stack, risk_stack, hedging_stack, debug_stack ] ) ], children = securities) + + #Collect all the data for the strategies + + # Here we use clean prices as the data and accrued as the coupon. Could alternatively use dirty prices and cashflows. + data = pd.concat( [ govt_price, corp_price ], axis=1) / 100. # Because we need prices per unit notional + additional_data = { 'coupons' : pd.concat([govt_accrued, corp_accrued], axis=1) / 100., + 'bidoffer' : corp_bidoffer/100., + 'notional_value' : pd.Series( data=1e6, index=data.index ), + 'maturity' : pd.concat([govt_data, corp_data], axis=0).rename(columns={"mat_date": "date"}), + 'govt_roll_map' : govt_roll_map, + 'govt_otr' : govt_otr, + 'unit_risk' : {'pvbp' : pd.concat( [ govt_pvbp, corp_pvbp] ,axis=1)/100., + 'beta' : corp_betas * corp_pvbp / 100.}, + } + base_test = bt.Backtest( base_strategy, data, 'BaseBacktest', + initial_capital = 0, + additional_data = additional_data ) + hedge_test = bt.Backtest( hedged_strategy, data, 'HedgedBacktest', + initial_capital = 0, + additional_data = additional_data) + out = bt.run( base_test, hedge_test ) + + +.. parsed-literal:: + :class: pynb-result + + Strategy BaseStrategy : 2020-01-01 00:00:00. Notional: 1000000, Value: -1644, Price: 99.8356 + Risk: PVBP: -658, Beta: -659 + Strategy BaseStrategy : 2020-02-03 00:00:00. Notional: 1000000, Value: -6454, Price: 99.3546 + Risk: PVBP: -642, Beta: -643 + Strategy BaseStrategy : 2020-03-02 00:00:00. Notional: 1000000, Value: -26488, Price: 97.3512 + Risk: PVBP: -611, Beta: -613 + Strategy BaseStrategy : 2020-04-01 00:00:00. Notional: 1000000, Value: -20295, Price: 97.9705 + Risk: PVBP: -607, Beta: -608 + Strategy BaseStrategy : 2020-05-01 00:00:00. Notional: 1000000, Value: -43692, Price: 95.6308 + Risk: PVBP: -573, Beta: -574 + Strategy BaseStrategy : 2020-06-01 00:00:00. Notional: 1000000, Value: -41095, Price: 95.8905 + Risk: PVBP: -566, Beta: -566 + Strategy BaseStrategy : 2020-07-01 00:00:00. Notional: 1000000, Value: -15724, Price: 98.4985 + Risk: PVBP: -609, Beta: -608 + Strategy BaseStrategy : 2020-08-03 00:00:00. Notional: 1000000, Value: -22308, Price: 97.8400 + Risk: PVBP: -587, Beta: -594 + Strategy BaseStrategy : 2020-09-01 00:00:00. Notional: 1000000, Value: 12832, Price: 101.4263 + Risk: PVBP: -644, Beta: -650 + Strategy BaseStrategy : 2020-10-01 00:00:00. Notional: 1000000, Value: 35263, Price: 103.6965 + Risk: PVBP: -683, Beta: -680 + Strategy BaseStrategy : 2020-11-02 00:00:00. Notional: 1000000, Value: 3702, Price: 100.5404 + Risk: PVBP: -638, Beta: -646 + Strategy BaseStrategy : 2020-12-01 00:00:00. Notional: 1000000, Value: -18534, Price: 98.3168 + Risk: PVBP: -606, Beta: -613 + Strategy BaseStrategy : 2021-01-01 00:00:00. Notional: 1000000, Value: -11054, Price: 99.0648 + Risk: PVBP: -603, Beta: -609 + Strategy BaseStrategy : 2021-02-01 00:00:00. Notional: 1000000, Value: -16424, Price: 98.5537 + Risk: PVBP: -602, Beta: -609 + Strategy BaseStrategy : 2021-03-01 00:00:00. Notional: 1000000, Value: -34462, Price: 96.6943 + Risk: PVBP: -603, Beta: -586 + Strategy BaseStrategy : 2021-04-01 00:00:00. Notional: 1000000, Value: -23533, Price: 97.7872 + Risk: PVBP: -603, Beta: -586 + Strategy BaseStrategy : 2021-05-03 00:00:00. Notional: 1000000, Value: -27024, Price: 97.4381 + Risk: PVBP: -590, Beta: -574 + Strategy BaseStrategy : 2021-06-01 00:00:00. Notional: 1000000, Value: -50723, Price: 95.0682 + Risk: PVBP: -558, Beta: -541 + Strategy BaseStrategy : 2021-07-01 00:00:00. Notional: 1000000, Value: -52714, Price: 94.8690 + Risk: PVBP: -547, Beta: -528 + Strategy BaseStrategy : 2021-08-02 00:00:00. Notional: 1000000, Value: -53039, Price: 94.8067 + Risk: PVBP: -550, Beta: -531 + Strategy BaseStrategy : 2021-09-01 00:00:00. Notional: 1000000, Value: -39027, Price: 96.2079 + Risk: PVBP: -550, Beta: -524 + Strategy BaseStrategy : 2021-10-01 00:00:00. Notional: 1000000, Value: -2051, Price: 99.9002 + Risk: PVBP: -588, Beta: -561 + Strategy BaseStrategy : 2021-11-01 00:00:00. Notional: 1000000, Value: -8616, Price: 99.2438 + Risk: PVBP: -573, Beta: -544 + Strategy BaseStrategy : 2021-12-01 00:00:00. Notional: 1000000, Value: 53520, Price: 105.6538 + Risk: PVBP: -656, Beta: -623 + Strategy HedgedStrategy : 2020-01-01 00:00:00. Notional: 1000000, Value: -1644, Price: 99.8356 + Risk: PVBP: 0, Beta: -659 + Strategy HedgedStrategy : 2020-02-03 00:00:00. Notional: 1000000, Value: -10996, Price: 98.9004 + Risk: PVBP: 0, Beta: -643 + Strategy HedgedStrategy : 2020-03-02 00:00:00. Notional: 1000000, Value: -16765, Price: 98.3235 + Risk: PVBP: 0, Beta: -613 + Strategy HedgedStrategy : 2020-04-01 00:00:00. Notional: 1000000, Value: -21649, Price: 97.8351 + Risk: PVBP: -0, Beta: -608 + Strategy HedgedStrategy : 2020-05-01 00:00:00. Notional: 1000000, Value: -33399, Price: 96.6601 + Risk: PVBP: 0, Beta: -574 + Strategy HedgedStrategy : 2020-06-01 00:00:00. Notional: 1000000, Value: -22927, Price: 97.7073 + Risk: PVBP: -0, Beta: -566 + Strategy HedgedStrategy : 2020-07-01 00:00:00. Notional: 1000000, Value: -14965, Price: 98.5366 + Risk: PVBP: -0, Beta: -608 + Strategy HedgedStrategy : 2020-08-03 00:00:00. Notional: 1000000, Value: 5092, Price: 100.5423 + Risk: PVBP: -0, Beta: -594 + Strategy HedgedStrategy : 2020-09-01 00:00:00. Notional: 1000000, Value: 22278, Price: 102.2828 + Risk: PVBP: 0, Beta: -650 + Strategy HedgedStrategy : 2020-10-01 00:00:00. Notional: 1000000, Value: 13903, Price: 101.4286 + Risk: PVBP: -0, Beta: -680 + Strategy HedgedStrategy : 2020-11-02 00:00:00. Notional: 1000000, Value: 12081, Price: 101.2464 + Risk: PVBP: -0, Beta: -646 + Strategy HedgedStrategy : 2020-12-01 00:00:00. Notional: 1000000, Value: 10531, Price: 101.0914 + Risk: PVBP: -0, Beta: -613 + Strategy HedgedStrategy : 2021-01-01 00:00:00. Notional: 1000000, Value: 12144, Price: 101.2528 + Risk: PVBP: 0, Beta: -609 + Strategy HedgedStrategy : 2021-02-01 00:00:00. Notional: 1000000, Value: 15903, Price: 101.6469 + Risk: PVBP: -0, Beta: -609 + Strategy HedgedStrategy : 2021-03-01 00:00:00. Notional: 1000000, Value: 11958, Price: 101.2204 + Risk: PVBP: 0, Beta: -586 + Strategy HedgedStrategy : 2021-04-01 00:00:00. Notional: 1000000, Value: 28170, Price: 102.8417 + Risk: PVBP: -0, Beta: -586 + Strategy HedgedStrategy : 2021-05-03 00:00:00. Notional: 1000000, Value: 34561, Price: 103.4807 + Risk: PVBP: 0, Beta: -574 + Strategy HedgedStrategy : 2021-06-01 00:00:00. Notional: 1000000, Value: 29233, Price: 102.9479 + Risk: PVBP: -0, Beta: -541 + Strategy HedgedStrategy : 2021-07-01 00:00:00. Notional: 1000000, Value: 10323, Price: 101.0569 + Risk: PVBP: 0, Beta: -528 + Strategy HedgedStrategy : 2021-08-02 00:00:00. Notional: 1000000, Value: 14539, Price: 101.4646 + Risk: PVBP: 0, Beta: -531 + Strategy HedgedStrategy : 2021-09-01 00:00:00. Notional: 1000000, Value: 10754, Price: 101.0860 + Risk: PVBP: 0, Beta: -524 + Strategy HedgedStrategy : 2021-10-01 00:00:00. Notional: 1000000, Value: 32502, Price: 103.2515 + Risk: PVBP: -0, Beta: -561 + Strategy HedgedStrategy : 2021-11-01 00:00:00. Notional: 1000000, Value: 24506, Price: 102.4519 + Risk: PVBP: -0, Beta: -544 + Strategy HedgedStrategy : 2021-12-01 00:00:00. Notional: 1000000, Value: 42093, Price: 104.2905 + Risk: PVBP: -0, Beta: -623 + + +.. code:: ipython3 + + # Extract Tear Sheet for base backtest + stats = out['BaseBacktest'] + stats.display() + + +.. parsed-literal:: + :class: pynb-result + + Stats for BaseBacktest from 2019-12-31 00:00:00 - 2021-12-31 00:00:00 + Annual risk-free rate considered: 0.00% + Summary: + Total Return Sharpe CAGR Max Drawdown + -------------- -------- ------ -------------- + 2.34% 0.19 1.16% -10.64% + + Annualized Returns: + mtd 3m 6m ytd 1y 3y 5y 10y incep. + ------ ----- ----- ----- ----- ----- ---- ----- -------- + -3.06% 1.45% 8.12% 3.43% 3.43% 1.16% - - 1.16% + + Periodic: + daily monthly yearly + ------ ------- --------- -------- + sharpe 0.19 0.18 0.38 + mean 1.38% 1.49% 1.19% + vol 7.26% 8.35% 3.17% + skew 0.16 0.75 - + kurt 0.52 0.70 - + best 1.59% 6.32% 3.43% + worst -1.44% -3.29% -1.05% + + Drawdowns: + max avg # days + ------- ------ -------- + -10.64% -2.59% 79.22 + + Misc: + --------------- ------ + avg. up month 1.88% + avg. down month -1.63% + up year % 50.00% + 12m up % 57.14% + --------------- ------ + + +.. code:: ipython3 + + # Extract Tear Sheet for hedged backtest + stats = out['HedgedBacktest'] + stats.display() + + +.. parsed-literal:: + :class: pynb-result + + Stats for HedgedBacktest from 2019-12-31 00:00:00 - 2021-12-31 00:00:00 + Annual risk-free rate considered: 0.00% + Summary: + Total Return Sharpe CAGR Max Drawdown + -------------- -------- ------ -------------- + 3.51% 0.41 1.74% -3.87% + + Annualized Returns: + mtd 3m 6m ytd 1y 3y 5y 10y incep. + ------ ------ ----- ----- ----- ----- ---- ----- -------- + -0.47% -0.30% 2.29% 2.46% 2.46% 1.74% - - 1.74% + + Periodic: + daily monthly yearly + ------ ------- --------- -------- + sharpe 0.41 0.43 1.71 + mean 1.75% 1.81% 1.74% + vol 4.26% 4.22% 1.02% + skew -0.17 0.67 - + kurt 0.21 -0.46 - + best 0.69% 2.82% 2.46% + worst -1.07% -1.62% 1.02% + + Drawdowns: + max avg # days + ------ ------ -------- + -3.87% -1.02% 49.57 + + Misc: + --------------- ------- + avg. up month 1.25% + avg. down month -0.78% + up year % 100.00% + 12m up % 85.71% + --------------- ------- + + +.. code:: ipython3 + + # Total PNL time series values + pd.DataFrame( {'base':base_test.strategy.values, 'hedged':hedge_test.strategy.values} ).plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_13_1.png + :class: pynb + :width: 396px + :height: 259px + + +.. code:: ipython3 + + # Total risk time series values + pd.DataFrame( {'base_pvbp':base_test.strategy.risks['pvbp'], + 'hedged_pvbp':hedge_test.strategy.risks['pvbp'], + 'beta':hedge_test.strategy.risks['beta']} ).dropna().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_14_1.png + :class: pynb + :width: 383px + :height: 246px + + +.. code:: ipython3 + + # Total bid/offer paid (same for both strategies) + pd.DataFrame( {'base_pvbp':base_test.strategy.bidoffers_paid, + 'hedged_pvbp':hedge_test.strategy.bidoffers_paid }).cumsum().dropna().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_15_1.png + :class: pynb + :width: 381px + :height: 259px + + +Example 2: Nested Strategies +---------------------------- + +.. code:: ipython3 + + # Set up a more complex strategy and a backtest + + # The goal of the more complex strategy is to define two sub-strategies of corporate bonds + # - Highest yield bonds + # - Lowest yield bonds + # Then we will go long the high yield bonds, short the low yield bonds in equal weight + # Lastly we will hedge the rates risk with the government bond + + govt_securities = [ bt.CouponPayingHedgeSecurity( name ) for name in govt_data.index] + corp_securities = [ bt.CouponPayingSecurity( name ) for name in corp_data.index ] + + def get_algos( n, sort_descending ): + ''' Helper function to return the algos for long or short portfolio, based on top n yields''' + return [ + # Close any matured bond positions + bt.algos.ClosePositionsAfterDates( 'corp_maturity' ), + # Specify how frequenty to rebalance + bt.algos.RunMonthly(), + # Select instruments for rebalancing. Start with everything + bt.algos.SelectAll(), + # Prevent matured/rolled instruments from coming back into the mix + bt.algos.SelectActive(), + # Set the stat to be used for selection + bt.algos.SetStat( 'corp_yield' ), + # Select the top N yielding bonds + bt.algos.SelectN( n, sort_descending, filter_selected=True ), + # Specify how to weigh the securities + bt.algos.WeighEqually(), + bt.algos.ScaleWeights(1. if sort_descending else -1.), # Determine long/short + # Set the target portfolio size + bt.algos.SetNotional( 'notional_value' ), + # Rebalance the portfolio + bt.algos.Rebalance(), + ] + bottom_algos = [] + top_strategy = bt.FixedIncomeStrategy('TopStrategy', get_algos( 10, True ), children = corp_securities) + bottom_strategy = bt.FixedIncomeStrategy('BottomStrategy',get_algos( 10, False ), children = corp_securities) + + risk_stack = bt.AlgoStack( + # Specify how frequently to calculate risk + bt.algos.Or( [bt.algos.RunWeekly(), + bt.algos.RunMonthly()] ), + # Update the risk given any positions that have been put on so far in the current step + bt.algos.UpdateRisk( 'pvbp', history=2), + bt.algos.UpdateRisk( 'beta', history=2), + ) + hedging_stack = bt.AlgoStack( + # Close any matured hedge positions (including hedges) + bt.algos.ClosePositionsAfterDates( 'govt_maturity' ), + # Roll government bond positions into the On The Run + bt.algos.RollPositionsAfterDates( 'govt_roll_map' ), + # Specify how frequently to hedge risk + bt.algos.RunMonthly(), + # Select the "alias" for the on-the-run government bond... + bt.algos.SelectThese( [series_name], include_no_data = True ), + # ... and then resolve it to the underlying security for the given date + bt.algos.ResolveOnTheRun( 'govt_otr' ), + # Hedge out the pvbp risk using the selected government bond + bt.algos.HedgeRisks( ['pvbp']), + # Need to update risk again after hedging so that it gets recorded correctly (post-hedges) + bt.algos.UpdateRisk( 'pvbp', history=2), + ) + debug_stack = bt.core.AlgoStack( + # Specify how frequently to display debug info + bt.algos.RunMonthly(), + bt.algos.PrintInfo('{now}: End {name}\tNotional: {_notl_value:0.0f},\t Value: {_value:0.0f},\t Price: {_price:0.4f}'), + bt.algos.PrintRisk('Risk: \tPVBP: {pvbp:0.0f},\t Beta: {beta:0.0f}'), + ) + trading_stack =bt.core.AlgoStack( + # Specify how frequently to rebalance the portfolio of sub-strategies + bt.algos.RunOnce(), + # Specify how to weigh the sub-strategies + bt.algos.WeighSpecified( TopStrategy=0.5, BottomStrategy=-0.5), + # Rebalance the portfolio + bt.algos.Rebalance() + ) + + children = [ top_strategy, bottom_strategy ] + govt_securities + base_strategy = bt.FixedIncomeStrategy('BaseStrategy', [ bt.algos.Or( [trading_stack, risk_stack, debug_stack ] ) ], children = children) + hedged_strategy = bt.FixedIncomeStrategy('HedgedStrategy', [ bt.algos.Or( [trading_stack, risk_stack, hedging_stack, debug_stack ] ) ], children = children) + + # Here we use clean prices as the data and accrued as the coupon. Could alternatively use dirty prices and cashflows. + data = pd.concat( [ govt_price, corp_price ], axis=1) / 100. # Because we need prices per unit notional + additional_data = { 'coupons' : pd.concat([govt_accrued, corp_accrued], axis=1) / 100., # Because we need coupons per unit notional + 'notional_value' : pd.Series( data=1e6, index=data.index ), + 'govt_maturity' : govt_data.rename(columns={"mat_date": "date"}), + 'corp_maturity' : corp_data.rename(columns={"mat_date": "date"}), + 'govt_roll_map' : govt_roll_map, + 'govt_otr' : govt_otr, + 'corp_yield' : corp_yield, + 'unit_risk' : {'pvbp' : pd.concat( [ govt_pvbp, corp_pvbp] ,axis=1)/100., + 'beta' : corp_betas * corp_pvbp / 100.}, + } + base_test = bt.Backtest( base_strategy, data, 'BaseBacktest', + initial_capital = 0, + additional_data = additional_data) + hedge_test = bt.Backtest( hedged_strategy, data, 'HedgedBacktest', + initial_capital = 0, + additional_data = additional_data) + out = bt.run( base_test, hedge_test ) + + +.. parsed-literal:: + :class: pynb-result + + 2020-01-01 00:00:00: End BaseStrategy Notional: 0, Value: 0, Price: 100.0000 + Risk: PVBP: 0, Beta: 0 + 2020-02-03 00:00:00: End BaseStrategy Notional: 2000000, Value: 3277, Price: 100.1639 + Risk: PVBP: 51, Beta: 41 + 2020-03-02 00:00:00: End BaseStrategy Notional: 2000000, Value: 7297, Price: 100.3649 + Risk: PVBP: 45, Beta: 34 + 2020-04-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 9336, Price: 100.4668 + Risk: PVBP: 44, Beta: 34 + 2020-05-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 13453, Price: 100.6727 + Risk: PVBP: 38, Beta: 28 + 2020-06-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 15887, Price: 100.7943 + Risk: PVBP: 37, Beta: 26 + 2020-07-01 00:00:00: End BaseStrategy Notional: 1800000, Value: 16024, Price: 100.8010 + Risk: PVBP: 39, Beta: 28 + 2020-08-03 00:00:00: End BaseStrategy Notional: 2000000, Value: 14785, Price: 100.7391 + Risk: PVBP: -152, Beta: -124 + 2020-09-01 00:00:00: End BaseStrategy Notional: 1800000, Value: 30310, Price: 101.5550 + Risk: PVBP: -263, Beta: -204 + 2020-10-01 00:00:00: End BaseStrategy Notional: 1900000, Value: 35915, Price: 101.8430 + Risk: PVBP: -109, Beta: -53 + 2020-11-02 00:00:00: End BaseStrategy Notional: 2000000, Value: 37649, Price: 101.9297 + Risk: PVBP: -12, Beta: 36 + 2020-12-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 39045, Price: 101.9995 + Risk: PVBP: -13, Beta: 34 + 2021-01-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 40569, Price: 102.0758 + Risk: PVBP: -14, Beta: 31 + 2021-02-01 00:00:00: End BaseStrategy Notional: 1900000, Value: 41228, Price: 102.1094 + Risk: PVBP: -16, Beta: 27 + 2021-03-01 00:00:00: End BaseStrategy Notional: 1900000, Value: 38916, Price: 101.9868 + Risk: PVBP: -101, Beta: -47 + 2021-04-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 40755, Price: 102.0788 + Risk: PVBP: 9, Beta: -31 + 2021-05-03 00:00:00: End BaseStrategy Notional: 2000000, Value: 43290, Price: 102.2055 + Risk: PVBP: -6, Beta: -43 + 2021-06-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 35947, Price: 101.8384 + Risk: PVBP: -235, Beta: -91 + 2021-07-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 35671, Price: 101.8246 + Risk: PVBP: -123, Beta: -129 + 2021-08-02 00:00:00: End BaseStrategy Notional: 2000000, Value: 37756, Price: 101.9288 + Risk: PVBP: 3, Beta: -29 + 2021-09-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 38434, Price: 101.9627 + Risk: PVBP: -7, Beta: -43 + 2021-10-01 00:00:00: End BaseStrategy Notional: 1900000, Value: 37082, Price: 101.8966 + Risk: PVBP: 73, Beta: 19 + 2021-11-01 00:00:00: End BaseStrategy Notional: 2000000, Value: 39526, Price: 102.0187 + Risk: PVBP: 51, Beta: 53 + 2021-12-01 00:00:00: End BaseStrategy Notional: 1900000, Value: 29228, Price: 101.4826 + Risk: PVBP: 125, Beta: 97 + 2020-01-01 00:00:00: End HedgedStrategy Notional: 0, Value: 0, Price: 100.0000 + Risk: PVBP: 0, Beta: 0 + 2020-02-03 00:00:00: End HedgedStrategy Notional: 2000000, Value: 3277, Price: 100.1639 + Risk: PVBP: 0, Beta: 41 + 2020-03-02 00:00:00: End HedgedStrategy Notional: 2000000, Value: 6159, Price: 100.3079 + Risk: PVBP: 0, Beta: 34 + 2020-04-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 9008, Price: 100.4504 + Risk: PVBP: 0, Beta: 34 + 2020-05-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 12274, Price: 100.6137 + Risk: PVBP: 0, Beta: 28 + 2020-06-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 14189, Price: 100.7094 + Risk: PVBP: 0, Beta: 26 + 2020-07-01 00:00:00: End HedgedStrategy Notional: 1800000, Value: 15451, Price: 100.7752 + Risk: PVBP: 0, Beta: 28 + 2020-08-03 00:00:00: End HedgedStrategy Notional: 2000000, Value: 12494, Price: 100.6273 + Risk: PVBP: 0, Beta: -124 + 2020-09-01 00:00:00: End HedgedStrategy Notional: 1800000, Value: 23384, Price: 101.1967 + Risk: PVBP: 0, Beta: -204 + 2020-10-01 00:00:00: End HedgedStrategy Notional: 1900000, Value: 16414, Price: 100.8372 + Risk: PVBP: -0, Beta: -53 + 2020-11-02 00:00:00: End HedgedStrategy Notional: 2000000, Value: 22887, Price: 101.1609 + Risk: PVBP: 0, Beta: 36 + 2020-12-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 24681, Price: 101.2506 + Risk: PVBP: 0, Beta: 34 + 2021-01-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 26080, Price: 101.3205 + Risk: PVBP: -0, Beta: 31 + 2021-02-01 00:00:00: End HedgedStrategy Notional: 1900000, Value: 26954, Price: 101.3647 + Risk: PVBP: 0, Beta: 27 + 2021-03-01 00:00:00: End HedgedStrategy Notional: 1900000, Value: 25008, Price: 101.2611 + Risk: PVBP: 0, Beta: -47 + 2021-04-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 27730, Price: 101.3972 + Risk: PVBP: 0, Beta: -31 + 2021-05-03 00:00:00: End HedgedStrategy Notional: 2000000, Value: 30112, Price: 101.5163 + Risk: PVBP: 0, Beta: -43 + 2021-06-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 22951, Price: 101.1582 + Risk: PVBP: -0, Beta: -91 + 2021-07-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 15553, Price: 100.7884 + Risk: PVBP: 0, Beta: -129 + 2021-08-02 00:00:00: End HedgedStrategy Notional: 2000000, Value: 18657, Price: 100.9436 + Risk: PVBP: 0, Beta: -29 + 2021-09-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 19441, Price: 100.9827 + Risk: PVBP: 0, Beta: -43 + 2021-10-01 00:00:00: End HedgedStrategy Notional: 1900000, Value: 17903, Price: 100.9072 + Risk: PVBP: 0, Beta: 19 + 2021-11-01 00:00:00: End HedgedStrategy Notional: 2000000, Value: 20524, Price: 101.0383 + Risk: PVBP: 0, Beta: 53 + 2021-12-01 00:00:00: End HedgedStrategy Notional: 1900000, Value: 14170, Price: 100.7071 + Risk: PVBP: 0, Beta: 97 + + +.. code:: ipython3 + + # Total PNL time series values + pd.DataFrame( {'base':base_test.strategy.values, + 'hedged':hedge_test.strategy.values, + 'top':base_test.strategy['TopStrategy'].values, + 'bottom':base_test.strategy['BottomStrategy'].values} + ).plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_18_1.png + :class: pynb + :width: 396px + :height: 263px + + +.. code:: ipython3 + + # Total pvbp time series values + pd.DataFrame( {'base':base_test.strategy.risks['pvbp'], + 'hedged':hedge_test.strategy.risks['pvbp'], + 'top':base_test.strategy['TopStrategy'].risks['pvbp'], + 'bottom':base_test.strategy['BottomStrategy'].risks['pvbp']} + ).dropna().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_19_1.png + :class: pynb + :width: 383px + :height: 246px + + +.. code:: ipython3 + + # Total beta time series values + pd.DataFrame( {'base':base_test.strategy.risks['beta'], + 'hedged':hedge_test.strategy.risks['beta'], + 'top':base_test.strategy['TopStrategy'].risks['beta'], + 'bottom':base_test.strategy['BottomStrategy'].risks['beta']} + ).dropna().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_20_1.png + :class: pynb + :width: 383px + :height: 246px + + +.. code:: ipython3 + + # "Price" time series values + pd.DataFrame( {'base':base_test.strategy.prices, + 'hedged':hedge_test.strategy.prices, + 'top':base_test.strategy['TopStrategy'].prices, + 'bottom':base_test.strategy['BottomStrategy'].prices} + ).plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Fixed_Income_21_1.png + :class: pynb + :width: 375px + :height: 259px + + +.. code:: ipython3 + + # Show transactions + out.get_transactions('HedgedBacktest').head(20) + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
pricequantity
DateSecurity
2020-01-01corp00001.009697-100000.0
corp00010.991417100000.0
corp00021.016553-100000.0
corp00051.035779-100000.0
corp00091.014195100000.0
corp00150.849097100000.0
corp00171.018107-100000.0
corp00181.009549100000.0
corp00190.908531100000.0
corp00231.216847100000.0
corp00241.094375-100000.0
corp00251.054762-100000.0
corp00300.888091100000.0
corp00321.086487-100000.0
corp00350.996676100000.0
corp00361.070212-100000.0
corp00370.992530100000.0
corp00440.959150100000.0
corp00480.987408-100000.0
corp00491.016879-100000.0
+
+ + + diff --git a/docs/source/PTE.ipynb b/docs/source/PTE.ipynb new file mode 120000 index 00000000..f6bbbafc --- /dev/null +++ b/docs/source/PTE.ipynb @@ -0,0 +1 @@ +../../examples/PTE.ipynb \ No newline at end of file diff --git a/docs/source/PTE.rst b/docs/source/PTE.rst new file mode 100644 index 00000000..ccb6f82f --- /dev/null +++ b/docs/source/PTE.rst @@ -0,0 +1,400 @@ +.. code:: ipython3 + + import numpy as np + import pandas as pd + import matplotlib.pyplot as plt + + import ffn + import bt + + %matplotlib inline + +Create Fake Index Data +~~~~~~~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + names = ['foo','bar','rf'] + dates = pd.date_range(start='2015-01-01',end='2018-12-31', freq=pd.tseries.offsets.BDay()) + n = len(dates) + rdf = pd.DataFrame( + np.zeros((n, len(names))), + index = dates, + columns = names + ) + + np.random.seed(1) + rdf['foo'] = np.random.normal(loc = 0.1/252,scale=0.2/np.sqrt(252),size=n) + rdf['bar'] = np.random.normal(loc = 0.04/252,scale=0.05/np.sqrt(252),size=n) + rdf['rf'] = 0. + + pdf = 100*np.cumprod(1+rdf) + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/PTE_2_1.png + :class: pynb + :width: 375px + :height: 259px + + +Build and run Target Strategy +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +I will first run a strategy that rebalances everyday. + +Then I will use those weights as target to rebalance to whenever the PTE +is too high. + +.. code:: ipython3 + + selectTheseAlgo = bt.algos.SelectThese(['foo','bar']) + + # algo to set the weights to 1/vol contributions from each asset + # with data over the last 3 months excluding yesterday + weighInvVolAlgo = bt.algos.WeighInvVol( + lookback=pd.DateOffset(months=3), + lag=pd.DateOffset(days=1) + ) + + # algo to rebalance the current weights to weights set in target.temp + rebalAlgo = bt.algos.Rebalance() + + # a strategy that rebalances daily to 1/vol weights + strat = bt.Strategy( + 'Target', + [ + selectTheseAlgo, + weighInvVolAlgo, + rebalAlgo + ] + ) + + # set integer_positions=False when positions are not required to be integers(round numbers) + backtest = bt.Backtest( + strat, + pdf, + integer_positions=False + ) + + res_target = bt.run(backtest) + +.. code:: ipython3 + + res_target.get_security_weights().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/PTE_5_1.png + :class: pynb + :width: 372px + :height: 259px + + +Now use the PTE rebalance algo to trigger a rebalance whenever predicted +tracking error is greater than 1%. + +.. code:: ipython3 + + # algo to fire whenever predicted tracking error is greater than 1% + wdf = res_target.get_security_weights() + + PTE_rebalance_Algo = bt.algos.PTE_Rebalance( + 0.01, + wdf, + lookback=pd.DateOffset(months=3), + lag=pd.DateOffset(days=1), + covar_method='standard', + annualization_factor=252 + ) + + selectTheseAlgo = bt.algos.SelectThese(['foo','bar']) + + # algo to set the weights to 1/vol contributions from each asset + # with data over the last 12 months excluding yesterday + weighTargetAlgo = bt.algos.WeighTarget( + wdf + ) + + rebalAlgo = bt.algos.Rebalance() + + # a strategy that rebalances monthly to specified weights + strat = bt.Strategy( + 'PTE', + [ + PTE_rebalance_Algo, + selectTheseAlgo, + weighTargetAlgo, + rebalAlgo + ] + ) + + # set integer_positions=False when positions are not required to be integers(round numbers) + backtest = bt.Backtest( + strat, + pdf, + integer_positions=False + ) + + res_PTE = bt.run(backtest) + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + res_target.get_security_weights().plot(ax=ax) + + realized_weights_df = res_PTE.get_security_weights() + realized_weights_df['PTE foo'] = realized_weights_df['foo'] + realized_weights_df['PTE bar'] = realized_weights_df['bar'] + realized_weights_df = realized_weights_df.loc[:,['PTE foo', 'PTE bar']] + realized_weights_df.plot(ax=ax) + + ax.set_title('Target Weights vs PTE Weights') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/PTE_8_1.png + :class: pynb + :width: 372px + :height: 274px + + +.. code:: ipython3 + + trans_df = pd.DataFrame( + index=res_target.prices.index, + columns=['Target','PTE'] + ) + + transactions = res_target.get_transactions() + transactions = (transactions['quantity'] * transactions['price']).reset_index() + + bar_mask = transactions.loc[:,'Security'] == 'bar' + foo_mask = transactions.loc[:,'Security'] == 'foo' + + trans_df.loc[trans_df.index[4:],'Target'] = np.abs(transactions[bar_mask].iloc[:,2].values) + np.abs(transactions[foo_mask].iloc[:,2].values) + + +.. code:: ipython3 + + transactions = res_PTE.get_transactions() + transactions = (transactions['quantity'] * transactions['price']).reset_index() + + bar_mask = transactions.loc[:,'Security'] == 'bar' + foo_mask = transactions.loc[:,'Security'] == 'foo' + + trans_df.loc[transactions[bar_mask].iloc[:,0],'PTE'] = np.abs(transactions[bar_mask].iloc[:,2].values) + trans_df.loc[transactions[foo_mask].iloc[:,0],'PTE'] += np.abs(transactions[foo_mask].iloc[:,2].values) + + +.. code:: ipython3 + + trans_df = trans_df.fillna(0) + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + trans_df.cumsum().plot(ax=ax) + ax.set_title('Cumulative sum of notional traded') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/PTE_12_1.png + :class: pynb + :width: 372px + :height: 274px + + +If we plot the total risk contribution of each asset class and divide by +the total volatility, then we can see that both strategy’s contribute +roughly similar amounts of volatility from both of the securities. + +.. code:: ipython3 + + weights_target = res_target.get_security_weights() + rolling_cov_target = pdf.loc[:,weights_target.columns].pct_change().rolling(window=3*20).cov()*252 + + weights_PTE = res_PTE.get_security_weights().loc[:,weights_target.columns] + rolling_cov_PTE = pdf.loc[:,weights_target.columns].pct_change().rolling(window=3*20).cov()*252 + + + trc_target = pd.DataFrame( + np.nan, + index = weights_target.index, + columns = weights_target.columns + ) + + trc_PTE = pd.DataFrame( + np.nan, + index = weights_PTE.index, + columns = [x + " PTE" for x in weights_PTE.columns] + ) + + for dt in pdf.index: + trc_target.loc[dt,:] = weights_target.loc[dt,:].values*(rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values)/np.sqrt(weights_target.loc[dt,:].values@rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values) + trc_PTE.loc[dt,:] = weights_PTE.loc[dt,:].values*(rolling_cov_PTE.loc[dt,:].values@weights_PTE.loc[dt,:].values)/np.sqrt(weights_PTE.loc[dt,:].values@rolling_cov_PTE.loc[dt,:].values@weights_PTE.loc[dt,:].values) + + + fig, ax = plt.subplots(nrows=1,ncols=1) + trc_target.plot(ax=ax) + trc_PTE.plot(ax=ax) + ax.set_title('Total Risk Contribution') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/PTE_14_1.png + :class: pynb + :width: 385px + :height: 274px + + +Looking at the Target strategy’s and PTE strategy’s Total Risk they are +very similar. + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + trc_target.sum(axis=1).plot(ax=ax,label='Target') + trc_PTE.sum(axis=1).plot(ax=ax,label='PTE') + ax.legend() + ax.set_title('Total Risk') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/PTE_16_1.png + :class: pynb + :width: 378px + :height: 274px + + +.. code:: ipython3 + + transactions = res_PTE.get_transactions() + transactions = (transactions['quantity'] * transactions['price']).reset_index() + + bar_mask = transactions.loc[:,'Security'] == 'bar' + dates_of_PTE_transactions = transactions[bar_mask].iloc[:,0] + dates_of_PTE_transactions + + + + +.. parsed-literal:: + :class: pynb-result + + 0 2015-01-06 + 2 2015-01-07 + 4 2015-01-08 + 6 2015-01-09 + 8 2015-01-12 + 10 2015-02-20 + 12 2015-04-07 + 14 2015-09-01 + 16 2017-03-23 + 18 2017-06-23 + 20 2017-10-24 + Name: Date, dtype: datetime64[ns] + + + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + np.sum(np.abs(trc_target.values - trc_PTE.values)) + #.abs().sum(axis=1).plot() + + ax.set_title('Total Risk') + ax.plot( + trc_target.index, + np.sum(np.abs(trc_target.values - trc_PTE.values),axis=1), + label='PTE' + ) + + for i,dt in enumerate(dates_of_PTE_transactions): + if i == 0: + ax.axvline(x=dt,color='red',label='PTE Transaction') + else: + ax.axvline(x=dt,color='red') + + ax.legend() + + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/PTE_18_1.png + :class: pynb + :width: 397px + :height: 263px + + +We can see the Predicted Tracking Error of the PTE Strategy with each +transaction marked. + diff --git a/docs/source/Strategy_Combination.ipynb b/docs/source/Strategy_Combination.ipynb new file mode 120000 index 00000000..a410203b --- /dev/null +++ b/docs/source/Strategy_Combination.ipynb @@ -0,0 +1 @@ +../../examples/Strategy_Combination.ipynb \ No newline at end of file diff --git a/docs/source/Strategy_Combination.rst b/docs/source/Strategy_Combination.rst new file mode 100644 index 00000000..720df338 --- /dev/null +++ b/docs/source/Strategy_Combination.rst @@ -0,0 +1,314 @@ +This notebook creates a parent strategy(combined) with 2 child +strategies(Equal Weight, Inv Vol). + +Alternatively, it creates the 2 child strategies, runs the backtest, +combines the results, and creates a parent strategy using both of the +backtests. + +.. code:: ipython3 + + import numpy as np + import pandas as pd + import matplotlib.pyplot as plt + + import ffn + import bt + + %matplotlib inline + +Create fake data +~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + rf = 0.04 + np.random.seed(1) + mus = np.random.normal(loc=0.05,scale=0.02,size=5) + rf + sigmas = (mus - rf)/0.3 + np.random.normal(loc=0.,scale=0.01,size=5) + + num_years = 10 + num_months_per_year = 12 + num_days_per_month = 21 + num_days_per_year = num_months_per_year*num_days_per_month + + rdf = pd.DataFrame( + index = pd.date_range( + start="2008-01-02", + periods=num_years*num_months_per_year*num_days_per_month, + freq="B" + ), + columns=['foo','bar','baz','fake1','fake2'] + ) + + for i,mu in enumerate(mus): + sigma = sigmas[i] + rdf.iloc[:,i] = np.random.normal( + loc=mu/num_days_per_year, + scale=sigma/np.sqrt(num_days_per_year), + size=rdf.shape[0] + ) + pdf = np.cumprod(1+rdf)*100 + pdf.iloc[0,:] = 100 + + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Strategy_Combination_3_1.png + :class: pynb + :width: 375px + :height: 248px + + +.. code:: ipython3 + + strategy_names = np.array( + [ + 'Equal Weight', + 'Inv Vol' + ] + ) + + runMonthlyAlgo = bt.algos.RunMonthly( + run_on_first_date=True, + run_on_end_of_period=True + ) + selectAllAlgo = bt.algos.SelectAll() + rebalanceAlgo = bt.algos.Rebalance() + + strats = [] + tests = [] + + for i,s in enumerate(strategy_names): + if s == "Equal Weight": + wAlgo = bt.algos.WeighEqually() + elif s == "Inv Vol": + wAlgo = bt.algos.WeighInvVol() + + strat = bt.Strategy( + str(s), + [ + runMonthlyAlgo, + selectAllAlgo, + wAlgo, + rebalanceAlgo + ] + ) + strats.append(strat) + + t = bt.Backtest( + strat, + pdf, + integer_positions = False, + progress_bar=False + ) + tests.append(t) + +.. code:: ipython3 + + combined_strategy = bt.Strategy( + 'Combined', + algos = [ + runMonthlyAlgo, + selectAllAlgo, + bt.algos.WeighEqually(), + rebalanceAlgo + ], + children = [x.strategy for x in tests] + ) + + combined_test = bt.Backtest( + combined_strategy, + pdf, + integer_positions = False, + progress_bar = False + ) + + res = bt.run(combined_test) + +.. code:: ipython3 + + res.prices.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Strategy_Combination_6_1.png + :class: pynb + :width: 375px + :height: 248px + + +.. code:: ipython3 + + res.get_security_weights().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Strategy_Combination_7_1.png + :class: pynb + :width: 378px + :height: 248px + + +In order to get the weights of each strategy, you can run each strategy, +get the prices for each strategy, combine them into one price dataframe, +run the combined strategy on the new data set. + +.. code:: ipython3 + + strategy_names = np.array( + [ + 'Equal Weight', + 'Inv Vol' + ] + ) + + runMonthlyAlgo = bt.algos.RunMonthly( + run_on_first_date=True, + run_on_end_of_period=True + ) + selectAllAlgo = bt.algos.SelectAll() + rebalanceAlgo = bt.algos.Rebalance() + + strats = [] + tests = [] + results = [] + + for i,s in enumerate(strategy_names): + if s == "Equal Weight": + wAlgo = bt.algos.WeighEqually() + elif s == "Inv Vol": + wAlgo = bt.algos.WeighInvVol() + + strat = bt.Strategy( + s, + [ + runMonthlyAlgo, + selectAllAlgo, + wAlgo, + rebalanceAlgo + ] + ) + strats.append(strat) + + t = bt.Backtest( + strat, + pdf, + integer_positions = False, + progress_bar=False + ) + tests.append(t) + + res = bt.run(t) + results.append(res) + + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + for i,r in enumerate(results): + r.plot(ax=ax) + + + +.. image:: _static/Strategy_Combination_10_0.png + :class: pynb + + +.. code:: ipython3 + + merged_prices_df = bt.merge(results[0].prices,results[1].prices) + + combined_strategy = bt.Strategy( + 'Combined', + algos = [ + runMonthlyAlgo, + selectAllAlgo, + bt.algos.WeighEqually(), + rebalanceAlgo + ] + ) + + combined_test = bt.Backtest( + combined_strategy, + merged_prices_df, + integer_positions = False, + progress_bar = False + ) + + res = bt.run(combined_test) + + +.. parsed-literal:: + :class: pynb-result + + C:\ProgramData\Anaconda3\lib\site-packages\ffn\core.py:2054: RuntimeWarning: invalid value encountered in minimum + negative_returns = np.minimum(returns, 0.) + C:\ProgramData\Anaconda3\lib\site-packages\ffn\core.py:2056: RuntimeWarning: divide by zero encountered in true_divide + res = np.divide(er.mean(), std) + + +.. code:: ipython3 + + res.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Strategy_Combination_12_1.png + :class: pynb + + +.. code:: ipython3 + + res.get_security_weights().plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Strategy_Combination_13_1.png + :class: pynb + diff --git a/docs/source/Target_Volatility.ipynb b/docs/source/Target_Volatility.ipynb new file mode 120000 index 00000000..eed9a936 --- /dev/null +++ b/docs/source/Target_Volatility.ipynb @@ -0,0 +1 @@ +../../examples/Target_Volatility.ipynb \ No newline at end of file diff --git a/docs/source/Target_Volatility.rst b/docs/source/Target_Volatility.rst new file mode 100644 index 00000000..3b4074cc --- /dev/null +++ b/docs/source/Target_Volatility.rst @@ -0,0 +1,205 @@ +.. code:: ipython3 + + import numpy as np + import pandas as pd + import matplotlib.pyplot as plt + + import ffn + import bt + + %matplotlib inline + +Create Fake Index Data +~~~~~~~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + names = ['foo','bar','rf'] + dates = pd.date_range(start='2015-01-01',end='2018-12-31', freq=pd.tseries.offsets.BDay()) + n = len(dates) + rdf = pd.DataFrame( + np.zeros((n, len(names))), + index = dates, + columns = names + ) + + np.random.seed(1) + rdf['foo'] = np.random.normal(loc = 0.1/252,scale=0.2/np.sqrt(252),size=n) + rdf['bar'] = np.random.normal(loc = 0.04/252,scale=0.05/np.sqrt(252),size=n) + rdf['rf'] = 0. + + pdf = 100*np.cumprod(1+rdf) + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Target_Volatility_2_1.png + :class: pynb + :width: 375px + :height: 259px + + +Build Strategy +~~~~~~~~~~~~~~ + +.. code:: ipython3 + + # algo to fire on the beginning of every week and to run on the first date + runWeeklyAlgo = bt.algos.RunWeekly( + run_on_first_date=True + ) + + selectTheseAlgo = bt.algos.SelectThese(['foo','bar']) + + # algo to set the weights to 1/vol contributions from each asset + # with data over the last 12 months excluding yesterday + weighInvVolAlgo = bt.algos.WeighInvVol( + lookback=pd.DateOffset(months=12), + lag=pd.DateOffset(days=1) + ) + + # algo to set overall volatility of the portfolio to an annualized 10% + targetVolAlgo = bt.algos.TargetVol( + 0.1, + lookback=pd.DateOffset(months=12), + lag=pd.DateOffset(days=1), + covar_method='standard', + annualization_factor=252 + ) + + + # algo to rebalance the current weights to weights set in target.temp + rebalAlgo = bt.algos.Rebalance() + + # a strategy that rebalances monthly to specified weights + strat = bt.Strategy('static', + [ + runWeeklyAlgo, + selectTheseAlgo, + weighInvVolAlgo, + targetVolAlgo, + rebalAlgo + ] + ) + +Run Backtest +~~~~~~~~~~~~ + +Note: The logic of the strategy is seperate from the data used in the +backtest. + +.. code:: ipython3 + + # set integer_positions=False when positions are not required to be integers(round numbers) + backtest = bt.Backtest( + strat, + pdf, + integer_positions=False + ) + + res = bt.run(backtest) + +You can see the realized volatility below is close to the targeted 10% +volatility. + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + (res.prices.pct_change().rolling(window=12*20).std()*np.sqrt(252)).plot(ax = ax) + ax.set_title('Rolling Volatility') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/Target_Volatility_8_1.png + :class: pynb + :width: 385px + :height: 274px + + +Because we are using a 1/vol allocation bar, the less risky security, +has a much smaller weight. + +.. code:: ipython3 + + fig, ax = plt.subplots(nrows=1,ncols=1) + res.get_security_weights().plot(ax = ax) + ax.set_title('Weights') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/Target_Volatility_10_1.png + :class: pynb + :width: 372px + :height: 274px + + +If we plot the total risk contribution of each asset class and divide by +the total volatility, then we can see that both asset’s contribute +roughly similar amounts of volatility. + +.. code:: ipython3 + + weights = res.get_security_weights() + rolling_cov = pdf.loc[:,weights.columns].pct_change().rolling(window=12*20).cov()*252 + + + trc = pd.DataFrame( + np.nan, + index = weights.index, + columns = weights.columns + ) + for dt in pdf.index: + trc.loc[dt,:] = weights.loc[dt,:].values*rolling_cov.loc[dt,:].values@weights.loc[dt,:].values/np.sqrt(weights.loc[dt,:].values@rolling_cov.loc[dt,:].values@weights.loc[dt,:].values) + + + fig, ax = plt.subplots(nrows=1,ncols=1) + trc.plot(ax=ax) + ax.set_title('% Total Risk Contribution') + ax.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + [] + + + + +.. image:: _static/Target_Volatility_12_1.png + :class: pynb + :width: 378px + :height: 274px + + diff --git a/docs/source/Trend_1.ipynb b/docs/source/Trend_1.ipynb new file mode 120000 index 00000000..69922ade --- /dev/null +++ b/docs/source/Trend_1.ipynb @@ -0,0 +1 @@ +../../examples/trend_1.ipynb \ No newline at end of file diff --git a/docs/source/Trend_1.rst b/docs/source/Trend_1.rst new file mode 100644 index 00000000..c3e24c1f --- /dev/null +++ b/docs/source/Trend_1.rst @@ -0,0 +1,634 @@ +.. code:: ipython3 + + import matplotlib.pyplot as plt + import numpy as np + import pandas as pd + + import ffn + import bt + + %matplotlib inline + +Create fake data +~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + rf = 0.04 + np.random.seed(1) + mus = np.random.normal(loc=0.05,scale=0.02,size=5) + rf + sigmas = (mus - rf)/0.3 + np.random.normal(loc=0.,scale=0.01,size=5) + + num_years = 10 + num_months_per_year = 12 + num_days_per_month = 21 + num_days_per_year = num_months_per_year*num_days_per_month + + rdf = pd.DataFrame( + index = pd.date_range( + start="2008-01-02", + periods=num_years*num_months_per_year*num_days_per_month, + freq="B" + ), + columns=['foo','bar','baz','fake1','fake2'] + ) + + for i,mu in enumerate(mus): + sigma = sigmas[i] + rdf.iloc[:,i] = np.random.normal( + loc=mu/num_days_per_year, + scale=sigma/np.sqrt(num_days_per_year), + size=rdf.shape[0] + ) + pdf = np.cumprod(1+rdf)*100 + + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Trend_1_2_1.png + :class: pynb + :width: 375px + :height: 248px + + +Create Trend signal over the last 12 months +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. code:: ipython3 + + sma = pdf.rolling(window=num_days_per_month*12,center=False).median().shift(1) + plt.plot(pdf.index,pdf['foo']) + plt.plot(sma.index,sma['foo']) + plt.show() + + + +.. image:: _static/Trend_1_4_0.png + :class: pynb + :width: 383px + :height: 248px + + +.. code:: ipython3 + + #sma with 1 day lag + sma.tail() + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
foobarbazfake1fake2
2017-08-23623.241267340.77450699.764885263.491447619.963986
2017-08-24623.167989341.09674299.764885263.502145620.979948
2017-08-25622.749149341.31667299.764885263.502145622.421401
2017-08-28622.353039341.49430799.807732263.517071622.962579
2017-08-29622.153294341.66244299.807732263.517071622.992416
+
+ + + +.. code:: ipython3 + + #sma with 0 day lag + pdf.rolling(window=num_days_per_month*12,center=False).median().tail() + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
foobarbazfake1fake2
2017-08-23623.167989341.09674299.764885263.502145620.979948
2017-08-24622.749149341.31667299.764885263.502145622.421401
2017-08-25622.353039341.49430799.807732263.517071622.962579
2017-08-28622.153294341.66244299.807732263.517071622.992416
2017-08-29621.907867341.94821299.807732263.634283624.310473
+
+ + + +.. code:: ipython3 + + # target weights + trend = sma.copy() + trend[pdf > sma] = True + trend[pdf <= sma] = False + trend[sma.isnull()] = False + trend.tail() + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
foobarbazfake1fake2
2017-08-23FalseTrueTrueTrueTrue
2017-08-24FalseTrueTrueTrueTrue
2017-08-25FalseTrueTrueTrueTrue
2017-08-28FalseTrueTrueTrueTrue
2017-08-29FalseTrueTrueTrueTrue
+
+ + + +Compare EW and 1/vol + +Both strategies rebalance daily using trend with 1 day lag and weights +limited to 40%. + +.. code:: ipython3 + + + + tsmom_invvol_strat = bt.Strategy( + 'tsmom_invvol', + [ + bt.algos.RunDaily(), + bt.algos.SelectWhere(trend), + bt.algos.WeighInvVol(), + bt.algos.LimitWeights(limit=0.4), + bt.algos.Rebalance() + ] + ) + + tsmom_ew_strat = bt.Strategy( + 'tsmom_ew', + [ + bt.algos.RunDaily(), + bt.algos.SelectWhere(trend), + bt.algos.WeighEqually(), + bt.algos.LimitWeights(limit=0.4), + bt.algos.Rebalance() + ] + ) + +.. code:: ipython3 + + # create and run + tsmom_invvol_bt = bt.Backtest( + tsmom_invvol_strat, + pdf, + initial_capital=50000000.0, + commissions=lambda q, p: max(100, abs(q) * 0.0021), + integer_positions=False, + progress_bar=True + ) + tsmom_invvol_res = bt.run(tsmom_invvol_bt) + + tsmom_ew_bt = bt.Backtest( + tsmom_ew_strat, + pdf, + + initial_capital=50000000.0, + commissions=lambda q, p: max(100, abs(q) * 0.0021), + integer_positions=False, + progress_bar=True + ) + tsmom_ew_res = bt.run(tsmom_ew_bt) + + +.. parsed-literal:: + :class: pynb-result + + tsmom_invvol + 0% [############################# ] 100% | ETA: 00:00:00tsmom_ew + 0% [############################# ] 100% | ETA: 00:00:00 + +.. code:: ipython3 + + ax = plt.subplot() + ax.plot(tsmom_ew_res.prices.index,tsmom_ew_res.prices,label='EW') + pdf.plot(ax=ax) + + ax.legend() + plt.legend() + plt.show() + + + + +.. image:: _static/Trend_1_11_0.png + :class: pynb + :width: 375px + :height: 238px + + +.. code:: ipython3 + + tsmom_ew_res.stats + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
tsmom_ew
start2008-01-01 00:00:00
end2017-08-29 00:00:00
rf0.0
total_return1.982933
cagr0.119797
max_drawdown-0.103421
calmar1.158343
mtd0.017544
three_month0.040722
six_month0.079362
ytd0.08107
one_year0.100432
three_year0.159895
five_year0.172284
ten_year0.119797
incep0.119797
daily_sharpe1.356727
daily_sortino2.332895
daily_mean0.112765
daily_vol0.083116
daily_skew0.029851
daily_kurt0.96973
best_day0.02107
worst_day-0.021109
monthly_sharpe1.373241
monthly_sortino2.966223
monthly_mean0.118231
monthly_vol0.086096
monthly_skew-0.059867
monthly_kurt0.571064
best_month0.070108
worst_month-0.064743
yearly_sharpe1.741129
yearly_sortinoinf
yearly_mean0.129033
yearly_vol0.074109
yearly_skew0.990397
yearly_kurt1.973883
best_year0.285249
worst_year0.024152
avg_drawdown-0.015516
avg_drawdown_days25.223214
avg_up_month0.024988
avg_down_month-0.012046
win_year_perc1.0
twelve_month_win_perc0.971429
+
+ + + diff --git a/docs/source/Trend_2.ipynb b/docs/source/Trend_2.ipynb new file mode 120000 index 00000000..7f1cb10d --- /dev/null +++ b/docs/source/Trend_2.ipynb @@ -0,0 +1 @@ +../../examples/trend_2.ipynb \ No newline at end of file diff --git a/docs/source/Trend_2.rst b/docs/source/Trend_2.rst new file mode 100644 index 00000000..ad61be75 --- /dev/null +++ b/docs/source/Trend_2.rst @@ -0,0 +1,515 @@ +.. code:: ipython3 + + import numpy as np + import pandas as pd + + import bt + import matplotlib.pyplot as plt + + %matplotlib inline + +.. code:: ipython3 + + np.random.seed(0) + returns = np.random.normal(0.08/12,0.2/np.sqrt(12),12*10) + pdf = pd.DataFrame( + np.cumprod(1+returns), + index = pd.date_range(start="2008-01-01",periods=12*10,freq="m"), + columns=['foo'] + ) + + pdf.plot() + + + + +.. parsed-literal:: + :class: pynb-result + + + + + + +.. image:: _static/Trend_2_1_1.png + :class: pynb + :width: 372px + :height: 248px + + +.. code:: ipython3 + + runMonthlyAlgo = bt.algos.RunMonthly() + rebalAlgo = bt.algos.Rebalance() + + class Signal(bt.Algo): + + """ + + Mostly copied from StatTotalReturn + + Sets temp['Signal'] with total returns over a given period. + + Sets the 'Signal' based on the total return of each + over a given lookback period. + + Args: + * lookback (DateOffset): lookback period. + * lag (DateOffset): Lag interval. Total return is calculated in + the inteval [now - lookback - lag, now - lag] + + Sets: + * stat + + Requires: + * selected + + """ + + def __init__(self, lookback=pd.DateOffset(months=3), + lag=pd.DateOffset(days=0)): + super(Signal, self).__init__() + self.lookback = lookback + self.lag = lag + + def __call__(self, target): + selected = 'foo' + t0 = target.now - self.lag + + if target.universe[selected].index[0] > t0: + return False + prc = target.universe[selected].loc[t0 - self.lookback:t0] + + + trend = prc.iloc[-1]/prc.iloc[0] - 1 + signal = trend > 0. + + if signal: + target.temp['Signal'] = 1. + else: + target.temp['Signal'] = 0. + + return True + + signalAlgo = Signal(pd.DateOffset(months=12),pd.DateOffset(months=1)) + + class WeighFromSignal(bt.Algo): + + """ + Sets temp['weights'] from the signal. + Sets: + * weights + + Requires: + * selected + + """ + + def __init__(self): + super(WeighFromSignal, self).__init__() + + def __call__(self, target): + selected = 'foo' + if target.temp['Signal'] is None: + raise(Exception('No Signal!')) + + target.temp['weights'] = {selected : target.temp['Signal']} + return True + + weighFromSignalAlgo = WeighFromSignal() + +.. code:: ipython3 + + s = bt.Strategy( + 'example1', + [ + runMonthlyAlgo, + signalAlgo, + weighFromSignalAlgo, + rebalAlgo + ] + ) + + t = bt.Backtest(s, pdf, integer_positions=False, progress_bar=True) + res = bt.run(t) + + + +.. parsed-literal:: + :class: pynb-result + + example1 + 0% [############################# ] 100% | ETA: 00:00:00 + +.. code:: ipython3 + + res.plot_security_weights() + + + +.. image:: _static/Trend_2_4_0.png + :class: pynb + :width: 874px + :height: 287px + + +.. code:: ipython3 + + t.positions + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
foo
2008-01-300.000000
2008-01-310.000000
2008-02-290.000000
2008-03-310.000000
2008-04-300.000000
......
2017-08-31631321.251898
2017-09-30631321.251898
2017-10-31631321.251898
2017-11-30631321.251898
2017-12-31631321.251898
+

121 rows × 1 columns

+
+ + + +.. code:: ipython3 + + res.prices.tail() + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
example1
2017-08-31240.302579
2017-09-30255.046653
2017-10-31254.464421
2017-11-30265.182603
2017-12-31281.069771
+
+ + + +.. code:: ipython3 + + res.stats + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
example1
start2008-01-30 00:00:00
end2017-12-31 00:00:00
rf0.0
total_return1.810698
cagr0.109805
max_drawdown-0.267046
calmar0.411186
mtd0.05991
three_month0.102033
six_month0.22079
ytd0.879847
one_year0.879847
three_year0.406395
five_year0.227148
ten_year0.109805
incep0.109805
daily_sharpe3.299555
daily_sortino6.352869
daily_mean2.448589
daily_vol0.742097
daily_skew0.307861
daily_kurt1.414455
best_day0.137711
worst_day-0.14073
monthly_sharpe0.723148
monthly_sortino1.392893
monthly_mean0.117579
monthly_vol0.162594
monthly_skew0.301545
monthly_kurt1.379006
best_month0.137711
worst_month-0.14073
yearly_sharpe0.503939
yearly_sortino5.019272
yearly_mean0.14814
yearly_vol0.293964
yearly_skew2.317496
yearly_kurt5.894955
best_year0.879847
worst_year-0.088543
avg_drawdown-0.091255
avg_drawdown_days369.714286
avg_up_month0.064341
avg_down_month-0.012928
win_year_perc0.555556
twelve_month_win_perc0.46789
+
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